{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "489c20c4",
   "metadata": {},
   "source": [
    "# 上周回顾"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "34f22039",
   "metadata": {},
   "source": [
    "## 美国结婚率&离婚率"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "74ccf8c9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "    <div class=\"bk-root\">\n",
       "        <a href=\"https://bokeh.org\" target=\"_blank\" class=\"bk-logo bk-logo-small bk-logo-notebook\"></a>\n",
       "        <span id=\"1002\">Loading BokehJS ...</span>\n",
       "    </div>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "(function(root) {\n",
       "  function now() {\n",
       "    return new Date();\n",
       "  }\n",
       "\n",
       "  const force = true;\n",
       "\n",
       "  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n",
       "    root._bokeh_onload_callbacks = [];\n",
       "    root._bokeh_is_loading = undefined;\n",
       "  }\n",
       "\n",
       "  const JS_MIME_TYPE = 'application/javascript';\n",
       "  const HTML_MIME_TYPE = 'text/html';\n",
       "  const EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n",
       "  const CLASS_NAME = 'output_bokeh rendered_html';\n",
       "\n",
       "  /**\n",
       "   * Render data to the DOM node\n",
       "   */\n",
       "  function render(props, node) {\n",
       "    const script = document.createElement(\"script\");\n",
       "    node.appendChild(script);\n",
       "  }\n",
       "\n",
       "  /**\n",
       "   * Handle when an output is cleared or removed\n",
       "   */\n",
       "  function handleClearOutput(event, handle) {\n",
       "    const cell = handle.cell;\n",
       "\n",
       "    const id = cell.output_area._bokeh_element_id;\n",
       "    const server_id = cell.output_area._bokeh_server_id;\n",
       "    // Clean up Bokeh references\n",
       "    if (id != null && id in Bokeh.index) {\n",
       "      Bokeh.index[id].model.document.clear();\n",
       "      delete Bokeh.index[id];\n",
       "    }\n",
       "\n",
       "    if (server_id !== undefined) {\n",
       "      // Clean up Bokeh references\n",
       "      const cmd_clean = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n",
       "      cell.notebook.kernel.execute(cmd_clean, {\n",
       "        iopub: {\n",
       "          output: function(msg) {\n",
       "            const id = msg.content.text.trim();\n",
       "            if (id in Bokeh.index) {\n",
       "              Bokeh.index[id].model.document.clear();\n",
       "              delete Bokeh.index[id];\n",
       "            }\n",
       "          }\n",
       "        }\n",
       "      });\n",
       "      // Destroy server and session\n",
       "      const cmd_destroy = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n",
       "      cell.notebook.kernel.execute(cmd_destroy);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  /**\n",
       "   * Handle when a new output is added\n",
       "   */\n",
       "  function handleAddOutput(event, handle) {\n",
       "    const output_area = handle.output_area;\n",
       "    const output = handle.output;\n",
       "\n",
       "    // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n",
       "    if ((output.output_type != \"display_data\") || (!Object.prototype.hasOwnProperty.call(output.data, EXEC_MIME_TYPE))) {\n",
       "      return\n",
       "    }\n",
       "\n",
       "    const toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n",
       "\n",
       "    if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n",
       "      toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n",
       "      // store reference to embed id on output_area\n",
       "      output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n",
       "    }\n",
       "    if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n",
       "      const bk_div = document.createElement(\"div\");\n",
       "      bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n",
       "      const script_attrs = bk_div.children[0].attributes;\n",
       "      for (let i = 0; i < script_attrs.length; i++) {\n",
       "        toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n",
       "        toinsert[toinsert.length - 1].firstChild.textContent = bk_div.children[0].textContent\n",
       "      }\n",
       "      // store reference to server id on output_area\n",
       "      output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n",
       "    }\n",
       "  }\n",
       "\n",
       "  function register_renderer(events, OutputArea) {\n",
       "\n",
       "    function append_mime(data, metadata, element) {\n",
       "      // create a DOM node to render to\n",
       "      const toinsert = this.create_output_subarea(\n",
       "        metadata,\n",
       "        CLASS_NAME,\n",
       "        EXEC_MIME_TYPE\n",
       "      );\n",
       "      this.keyboard_manager.register_events(toinsert);\n",
       "      // Render to node\n",
       "      const props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n",
       "      render(props, toinsert[toinsert.length - 1]);\n",
       "      element.append(toinsert);\n",
       "      return toinsert\n",
       "    }\n",
       "\n",
       "    /* Handle when an output is cleared or removed */\n",
       "    events.on('clear_output.CodeCell', handleClearOutput);\n",
       "    events.on('delete.Cell', handleClearOutput);\n",
       "\n",
       "    /* Handle when a new output is added */\n",
       "    events.on('output_added.OutputArea', handleAddOutput);\n",
       "\n",
       "    /**\n",
       "     * Register the mime type and append_mime function with output_area\n",
       "     */\n",
       "    OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n",
       "      /* Is output safe? */\n",
       "      safe: true,\n",
       "      /* Index of renderer in `output_area.display_order` */\n",
       "      index: 0\n",
       "    });\n",
       "  }\n",
       "\n",
       "  // register the mime type if in Jupyter Notebook environment and previously unregistered\n",
       "  if (root.Jupyter !== undefined) {\n",
       "    const events = require('base/js/events');\n",
       "    const OutputArea = require('notebook/js/outputarea').OutputArea;\n",
       "\n",
       "    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n",
       "      register_renderer(events, OutputArea);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  \n",
       "  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n",
       "    root._bokeh_timeout = Date.now() + 5000;\n",
       "    root._bokeh_failed_load = false;\n",
       "  }\n",
       "\n",
       "  const NB_LOAD_WARNING = {'data': {'text/html':\n",
       "     \"<div style='background-color: #fdd'>\\n\"+\n",
       "     \"<p>\\n\"+\n",
       "     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
       "     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
       "     \"</p>\\n\"+\n",
       "     \"<ul>\\n\"+\n",
       "     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
       "     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
       "     \"</ul>\\n\"+\n",
       "     \"<code>\\n\"+\n",
       "     \"from bokeh.resources import INLINE\\n\"+\n",
       "     \"output_notebook(resources=INLINE)\\n\"+\n",
       "     \"</code>\\n\"+\n",
       "     \"</div>\"}};\n",
       "\n",
       "  function display_loaded() {\n",
       "    const el = document.getElementById(\"1002\");\n",
       "    if (el != null) {\n",
       "      el.textContent = \"BokehJS is loading...\";\n",
       "    }\n",
       "    if (root.Bokeh !== undefined) {\n",
       "      if (el != null) {\n",
       "        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n",
       "      }\n",
       "    } else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(display_loaded, 100)\n",
       "    }\n",
       "  }\n",
       "\n",
       "\n",
       "  function run_callbacks() {\n",
       "    try {\n",
       "      root._bokeh_onload_callbacks.forEach(function(callback) {\n",
       "        if (callback != null)\n",
       "          callback();\n",
       "      });\n",
       "    } finally {\n",
       "      delete root._bokeh_onload_callbacks\n",
       "    }\n",
       "    console.debug(\"Bokeh: all callbacks have finished\");\n",
       "  }\n",
       "\n",
       "  function load_libs(css_urls, js_urls, callback) {\n",
       "    if (css_urls == null) css_urls = [];\n",
       "    if (js_urls == null) js_urls = [];\n",
       "\n",
       "    root._bokeh_onload_callbacks.push(callback);\n",
       "    if (root._bokeh_is_loading > 0) {\n",
       "      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
       "      return null;\n",
       "    }\n",
       "    if (js_urls == null || js_urls.length === 0) {\n",
       "      run_callbacks();\n",
       "      return null;\n",
       "    }\n",
       "    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
       "    root._bokeh_is_loading = css_urls.length + js_urls.length;\n",
       "\n",
       "    function on_load() {\n",
       "      root._bokeh_is_loading--;\n",
       "      if (root._bokeh_is_loading === 0) {\n",
       "        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n",
       "        run_callbacks()\n",
       "      }\n",
       "    }\n",
       "\n",
       "    function on_error(url) {\n",
       "      console.error(\"failed to load \" + url);\n",
       "    }\n",
       "\n",
       "    for (let i = 0; i < css_urls.length; i++) {\n",
       "      const url = css_urls[i];\n",
       "      const element = document.createElement(\"link\");\n",
       "      element.onload = on_load;\n",
       "      element.onerror = on_error.bind(null, url);\n",
       "      element.rel = \"stylesheet\";\n",
       "      element.type = \"text/css\";\n",
       "      element.href = url;\n",
       "      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n",
       "      document.body.appendChild(element);\n",
       "    }\n",
       "\n",
       "    for (let i = 0; i < js_urls.length; i++) {\n",
       "      const url = js_urls[i];\n",
       "      const element = document.createElement('script');\n",
       "      element.onload = on_load;\n",
       "      element.onerror = on_error.bind(null, url);\n",
       "      element.async = false;\n",
       "      element.src = url;\n",
       "      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
       "      document.head.appendChild(element);\n",
       "    }\n",
       "  };\n",
       "\n",
       "  function inject_raw_css(css) {\n",
       "    const element = document.createElement(\"style\");\n",
       "    element.appendChild(document.createTextNode(css));\n",
       "    document.body.appendChild(element);\n",
       "  }\n",
       "\n",
       "  \n",
       "  const js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.4.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.4.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.4.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.4.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-2.4.2.min.js\"];\n",
       "  const css_urls = [];\n",
       "  \n",
       "\n",
       "  const inline_js = [\n",
       "    function(Bokeh) {\n",
       "      Bokeh.set_log_level(\"info\");\n",
       "    },\n",
       "    function(Bokeh) {\n",
       "    \n",
       "    \n",
       "    }\n",
       "  ];\n",
       "\n",
       "  function run_inline_js() {\n",
       "    \n",
       "    if (root.Bokeh !== undefined || force === true) {\n",
       "      \n",
       "    for (let i = 0; i < inline_js.length; i++) {\n",
       "      inline_js[i].call(root, root.Bokeh);\n",
       "    }\n",
       "    if (force === true) {\n",
       "        display_loaded();\n",
       "      }} else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(run_inline_js, 100);\n",
       "    } else if (!root._bokeh_failed_load) {\n",
       "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
       "      root._bokeh_failed_load = true;\n",
       "    } else if (force !== true) {\n",
       "      const cell = $(document.getElementById(\"1002\")).parents('.cell').data().cell;\n",
       "      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
       "    }\n",
       "\n",
       "  }\n",
       "\n",
       "  if (root._bokeh_is_loading === 0) {\n",
       "    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
       "    run_inline_js();\n",
       "  } else {\n",
       "    load_libs(css_urls, js_urls, function() {\n",
       "      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n",
       "      run_inline_js();\n",
       "    });\n",
       "  }\n",
       "}(window));"
      ],
      "application/vnd.bokehjs_load.v0+json": "\n(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  const force = true;\n\n  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n    root._bokeh_onload_callbacks = [];\n    root._bokeh_is_loading = undefined;\n  }\n\n  \n\n  \n  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n    root._bokeh_timeout = Date.now() + 5000;\n    root._bokeh_failed_load = false;\n  }\n\n  const NB_LOAD_WARNING = {'data': {'text/html':\n     \"<div style='background-color: #fdd'>\\n\"+\n     \"<p>\\n\"+\n     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n     \"</p>\\n\"+\n     \"<ul>\\n\"+\n     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n     \"</ul>\\n\"+\n     \"<code>\\n\"+\n     \"from bokeh.resources import INLINE\\n\"+\n     \"output_notebook(resources=INLINE)\\n\"+\n     \"</code>\\n\"+\n     \"</div>\"}};\n\n  function display_loaded() {\n    const el = document.getElementById(\"1002\");\n    if (el != null) {\n      el.textContent = \"BokehJS is loading...\";\n    }\n    if (root.Bokeh !== undefined) {\n      if (el != null) {\n        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n      }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(display_loaded, 100)\n    }\n  }\n\n\n  function run_callbacks() {\n    try {\n      root._bokeh_onload_callbacks.forEach(function(callback) {\n        if (callback != null)\n          callback();\n      });\n    } finally {\n      delete root._bokeh_onload_callbacks\n    }\n    console.debug(\"Bokeh: all callbacks have finished\");\n  }\n\n  function load_libs(css_urls, js_urls, callback) {\n    if (css_urls == null) css_urls = [];\n    if (js_urls == null) js_urls = [];\n\n    root._bokeh_onload_callbacks.push(callback);\n    if (root._bokeh_is_loading > 0) {\n      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n      return null;\n    }\n    if (js_urls == null || js_urls.length === 0) {\n      run_callbacks();\n      return null;\n    }\n    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n    root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n    function on_load() {\n      root._bokeh_is_loading--;\n      if (root._bokeh_is_loading === 0) {\n        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n        run_callbacks()\n      }\n    }\n\n    function on_error(url) {\n      console.error(\"failed to load \" + url);\n    }\n\n    for (let i = 0; i < css_urls.length; i++) {\n      const url = css_urls[i];\n      const element = document.createElement(\"link\");\n      element.onload = on_load;\n      element.onerror = on_error.bind(null, url);\n      element.rel = \"stylesheet\";\n      element.type = \"text/css\";\n      element.href = url;\n      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n      document.body.appendChild(element);\n    }\n\n    for (let i = 0; i < js_urls.length; i++) {\n      const url = js_urls[i];\n      const element = document.createElement('script');\n      element.onload = on_load;\n      element.onerror = on_error.bind(null, url);\n      element.async = false;\n      element.src = url;\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.head.appendChild(element);\n    }\n  };\n\n  function inject_raw_css(css) {\n    const element = document.createElement(\"style\");\n    element.appendChild(document.createTextNode(css));\n    document.body.appendChild(element);\n  }\n\n  \n  const js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.4.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.4.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.4.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.4.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-2.4.2.min.js\"];\n  const css_urls = [];\n  \n\n  const inline_js = [\n    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\n    function(Bokeh) {\n    \n    \n    }\n  ];\n\n  function run_inline_js() {\n    \n    if (root.Bokeh !== undefined || force === true) {\n      \n    for (let i = 0; i < inline_js.length; i++) {\n      inline_js[i].call(root, root.Bokeh);\n    }\n    if (force === true) {\n        display_loaded();\n      }} else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    } else if (force !== true) {\n      const cell = $(document.getElementById(\"1002\")).parents('.cell').data().cell;\n      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n    }\n\n  }\n\n  if (root._bokeh_is_loading === 0) {\n    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n    run_inline_js();\n  } else {\n    load_libs(css_urls, js_urls, function() {\n      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n      run_inline_js();\n    });\n  }\n}(window));"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 准备工作\n",
    "from bokeh.plotting import figure,show,output_notebook\n",
    "output_notebook()\n",
    "import numpy as np\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "7a496c06",
   "metadata": {},
   "outputs": [],
   "source": [
    "from bokeh.models import ColumnDataSource, NumeralTickFormatter, SingleIntervalTicker\n",
    "from bokeh.sampledata.us_marriages_divorces import data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "1b1ec03f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Year</th>\n",
       "      <th>Marriages</th>\n",
       "      <th>Divorces</th>\n",
       "      <th>Population</th>\n",
       "      <th>Marriages_per_1000</th>\n",
       "      <th>Divorces_per_1000</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1867</td>\n",
       "      <td>357000.0</td>\n",
       "      <td>10000.0</td>\n",
       "      <td>36970000</td>\n",
       "      <td>9.7</td>\n",
       "      <td>0.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1868</td>\n",
       "      <td>345000.0</td>\n",
       "      <td>10000.0</td>\n",
       "      <td>37885000</td>\n",
       "      <td>9.1</td>\n",
       "      <td>0.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1869</td>\n",
       "      <td>348000.0</td>\n",
       "      <td>11000.0</td>\n",
       "      <td>38870000</td>\n",
       "      <td>9.0</td>\n",
       "      <td>0.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1870</td>\n",
       "      <td>352000.0</td>\n",
       "      <td>11000.0</td>\n",
       "      <td>39905000</td>\n",
       "      <td>8.8</td>\n",
       "      <td>0.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1871</td>\n",
       "      <td>359000.0</td>\n",
       "      <td>12000.0</td>\n",
       "      <td>41010000</td>\n",
       "      <td>8.8</td>\n",
       "      <td>0.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140</th>\n",
       "      <td>2007</td>\n",
       "      <td>2197000.0</td>\n",
       "      <td>856000.0</td>\n",
       "      <td>301696000</td>\n",
       "      <td>7.3</td>\n",
       "      <td>2.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141</th>\n",
       "      <td>2008</td>\n",
       "      <td>2157000.0</td>\n",
       "      <td>844000.0</td>\n",
       "      <td>304543000</td>\n",
       "      <td>7.1</td>\n",
       "      <td>2.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>142</th>\n",
       "      <td>2009</td>\n",
       "      <td>2080000.0</td>\n",
       "      <td>840000.0</td>\n",
       "      <td>307240000</td>\n",
       "      <td>6.8</td>\n",
       "      <td>2.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143</th>\n",
       "      <td>2010</td>\n",
       "      <td>2096000.0</td>\n",
       "      <td>872000.0</td>\n",
       "      <td>309776000</td>\n",
       "      <td>6.8</td>\n",
       "      <td>2.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td>2011</td>\n",
       "      <td>2118000.0</td>\n",
       "      <td>877000.0</td>\n",
       "      <td>312034000</td>\n",
       "      <td>6.8</td>\n",
       "      <td>2.8</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>145 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Year  Marriages  Divorces  Population  Marriages_per_1000  \\\n",
       "0    1867   357000.0   10000.0    36970000                 9.7   \n",
       "1    1868   345000.0   10000.0    37885000                 9.1   \n",
       "2    1869   348000.0   11000.0    38870000                 9.0   \n",
       "3    1870   352000.0   11000.0    39905000                 8.8   \n",
       "4    1871   359000.0   12000.0    41010000                 8.8   \n",
       "..    ...        ...       ...         ...                 ...   \n",
       "140  2007  2197000.0  856000.0   301696000                 7.3   \n",
       "141  2008  2157000.0  844000.0   304543000                 7.1   \n",
       "142  2009  2080000.0  840000.0   307240000                 6.8   \n",
       "143  2010  2096000.0  872000.0   309776000                 6.8   \n",
       "144  2011  2118000.0  877000.0   312034000                 6.8   \n",
       "\n",
       "     Divorces_per_1000  \n",
       "0                  0.3  \n",
       "1                  0.3  \n",
       "2                  0.3  \n",
       "3                  0.3  \n",
       "4                  0.3  \n",
       "..                 ...  \n",
       "140                2.8  \n",
       "141                2.8  \n",
       "142                2.7  \n",
       "143                2.8  \n",
       "144                2.8  \n",
       "\n",
       "[145 rows x 6 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bb58f0a8",
   "metadata": {},
   "source": [
    "> 1.选择表格中对应的column，如（year，Marriages，Divorces）  \n",
    "2.通过构建字典的方式，构建ColumnDataSource(dict)  \n",
    "3.在绘制图形的阶段使用数据源source  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "05fd2354",
   "metadata": {},
   "outputs": [],
   "source": [
    "data = data.interpolate(method='linear', axis=0).ffill().bfill()\n",
    "source = ColumnDataSource(data=dict(\n",
    "    year=data.Year.values,\n",
    "    marriages=data.Marriages.values,\n",
    "    divorces=data.Divorces.values,\n",
    "))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "3c103f72",
   "metadata": {},
   "outputs": [],
   "source": [
    "data=dict(   \n",
    "    year=data.Year.values,\n",
    "    marriages=data.Marriages.values,\n",
    "    divorces=data.Divorces.values,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "2af6fb98",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'year': array([1867, 1868, 1869, 1870, 1871, 1872, 1873, 1874, 1875, 1876, 1877,\n",
       "        1878, 1879, 1880, 1881, 1882, 1883, 1884, 1885, 1886, 1887, 1888,\n",
       "        1889, 1890, 1891, 1892, 1893, 1894, 1895, 1896, 1897, 1898, 1899,\n",
       "        1900, 1901, 1902, 1903, 1904, 1905, 1906, 1907, 1908, 1909, 1910,\n",
       "        1911, 1912, 1913, 1914, 1915, 1916, 1917, 1918, 1919, 1920, 1921,\n",
       "        1922, 1923, 1924, 1925, 1926, 1927, 1928, 1929, 1930, 1931, 1932,\n",
       "        1933, 1934, 1935, 1936, 1937, 1938, 1939, 1940, 1941, 1942, 1943,\n",
       "        1944, 1945, 1946, 1947, 1948, 1949, 1950, 1951, 1952, 1953, 1954,\n",
       "        1955, 1956, 1957, 1958, 1959, 1960, 1961, 1962, 1963, 1964, 1965,\n",
       "        1966, 1967, 1968, 1969, 1970, 1971, 1972, 1973, 1974, 1975, 1976,\n",
       "        1977, 1978, 1979, 1980, 1981, 1982, 1983, 1984, 1985, 1986, 1987,\n",
       "        1988, 1989, 1990, 1991, 1992, 1993, 1994, 1995, 1996, 1997, 1998,\n",
       "        1999, 2000, 2001, 2002, 2003, 2004, 2005, 2006, 2007, 2008, 2009,\n",
       "        2010, 2011], dtype=int64),\n",
       " 'marriages': array([ 357000.        ,  345000.        ,  348000.        ,\n",
       "         352000.        ,  359000.        ,  378000.        ,\n",
       "         386000.        ,  385000.        ,  409000.        ,\n",
       "         405000.        ,  411000.        ,  423000.        ,\n",
       "         438000.        ,  453000.        ,  464000.        ,\n",
       "         484000.        ,  501000.        ,  485000.        ,\n",
       "         507000.        ,  534000.        ,  513000.        ,\n",
       "         535000.        ,  563000.        ,  570000.        ,\n",
       "         592000.        ,  601000.        ,  601000.        ,\n",
       "         588000.        ,  620000.        ,  635000.        ,\n",
       "         643000.        ,  647000.        ,  673000.        ,\n",
       "         709000.        ,  742000.        ,  776000.        ,\n",
       "         818000.        ,  815000.        ,  842000.        ,\n",
       "         895000.        ,  937000.        ,  857000.        ,\n",
       "         897000.        ,  948000.        ,  955000.        ,\n",
       "        1005000.        , 1021000.        , 1025000.        ,\n",
       "        1008000.        , 1076000.        , 1144000.        ,\n",
       "        1000000.        , 1150000.        , 1274000.        ,\n",
       "        1164000.        , 1134000.        , 1230000.        ,\n",
       "        1185000.        , 1188000.        , 1203000.        ,\n",
       "        1201000.        , 1182000.        , 1233000.        ,\n",
       "        1127000.        , 1061000.        ,  982000.        ,\n",
       "        1098000.        , 1302000.        , 1327000.        ,\n",
       "        1369000.        , 1451000.        , 1331000.        ,\n",
       "        1404000.        , 1596000.        , 1696000.        ,\n",
       "        1772000.        , 1577000.        , 1452000.        ,\n",
       "        1613000.        , 2291000.        , 1992000.        ,\n",
       "        1811000.        , 1580000.        , 1667000.        ,\n",
       "        1595000.        , 1539000.        , 1546000.        ,\n",
       "        1490000.        , 1531000.        , 1585000.        ,\n",
       "        1518000.        , 1451000.        , 1494000.        ,\n",
       "        1523000.        , 1548000.        , 1577000.        ,\n",
       "        1654000.        , 1725000.        , 1800000.        ,\n",
       "        1857000.        , 1927000.        , 2069000.        ,\n",
       "        2145000.        , 2185802.        , 2190481.        ,\n",
       "        2282154.        , 2284108.        , 2245929.        ,\n",
       "        2159810.        , 2159051.        , 2180861.        ,\n",
       "        2293079.        , 2341102.        , 2413896.        ,\n",
       "        2438085.        , 2452769.        , 2467453.        ,\n",
       "        2482137.        , 2408911.        , 2406830.        ,\n",
       "        2404146.        , 2377092.        , 2399654.        ,\n",
       "        2451774.        , 2383182.        , 2389375.        ,\n",
       "        2342538.        , 2397441.        , 2392960.66666667,\n",
       "        2388480.33333333, 2384000.        , 2244000.        ,\n",
       "        2358000.        , 2315000.        , 2326000.        ,\n",
       "        2290000.        , 2245000.        , 2279000.        ,\n",
       "        2249000.        , 2193000.        , 2197000.        ,\n",
       "        2157000.        , 2080000.        , 2096000.        ,\n",
       "        2118000.        ]),\n",
       " 'divorces': array([  10000.        ,   10000.        ,   11000.        ,\n",
       "          11000.        ,   12000.        ,   12000.        ,\n",
       "          13000.        ,   14000.        ,   14000.        ,\n",
       "          15000.        ,   16000.        ,   16000.        ,\n",
       "          17000.        ,   20000.        ,   21000.        ,\n",
       "          22000.        ,   23000.        ,   23000.        ,\n",
       "          23000.        ,   26000.        ,   28000.        ,\n",
       "          29000.        ,   32000.        ,   33000.        ,\n",
       "          36000.        ,   37000.        ,   37000.        ,\n",
       "          38000.        ,   40000.        ,   43000.        ,\n",
       "          45000.        ,   48000.        ,   51000.        ,\n",
       "          56000.        ,   61000.        ,   61000.        ,\n",
       "          65000.        ,   66000.        ,   68000.        ,\n",
       "          72000.        ,   77000.        ,   77000.        ,\n",
       "          80000.        ,   83000.        ,   89000.        ,\n",
       "          94000.        ,   91000.        ,  101000.        ,\n",
       "         104000.        ,  114000.        ,  122000.        ,\n",
       "         116000.        ,  142000.        ,  171000.        ,\n",
       "         160000.        ,  149000.        ,  165000.        ,\n",
       "         171000.        ,  175000.        ,  185000.        ,\n",
       "         196000.        ,  200000.        ,  206000.        ,\n",
       "         196000.        ,  188000.        ,  164000.        ,\n",
       "         165000.        ,  204000.        ,  218000.        ,\n",
       "         236000.        ,  249000.        ,  244000.        ,\n",
       "         251000.        ,  264000.        ,  293000.        ,\n",
       "         321000.        ,  359000.        ,  400000.        ,\n",
       "         485000.        ,  610000.        ,  483000.        ,\n",
       "         408000.        ,  397000.        ,  385000.        ,\n",
       "         381000.        ,  392000.        ,  390000.        ,\n",
       "         379000.        ,  377000.        ,  382000.        ,\n",
       "         381000.        ,  368000.        ,  395000.        ,\n",
       "         393000.        ,  414000.        ,  413000.        ,\n",
       "         428000.        ,  450000.        ,  479000.        ,\n",
       "         499000.        ,  523000.        ,  584000.        ,\n",
       "         639000.        ,  708000.        ,  773000.        ,\n",
       "         845000.        ,  915000.        ,  983931.        ,\n",
       "        1036709.        , 1090430.        , 1101445.        ,\n",
       "        1135408.        , 1193062.        , 1184175.        ,\n",
       "        1219042.        , 1206684.66666667, 1194327.33333333,\n",
       "        1181970.        , 1192530.        , 1179347.        ,\n",
       "        1165646.        , 1151787.        , 1162719.        ,\n",
       "        1175851.        , 1191591.        , 1233226.        ,\n",
       "        1197297.        , 1211893.        , 1195595.33333333,\n",
       "        1179297.66666667, 1163000.        , 1135000.        ,\n",
       "        1145245.        ,  944000.        ,  940000.        ,\n",
       "         955000.        ,  927000.        ,  879000.        ,\n",
       "         847000.        ,  872000.        ,  856000.        ,\n",
       "         844000.        ,  840000.        ,  872000.        ,\n",
       "         877000.        ])}"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "b4e02b87",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"display: table;\"><div style=\"display: table-row;\"><div style=\"display: table-cell;\"><b title=\"bokeh.models.sources.ColumnDataSource\">ColumnDataSource</b>(</div><div style=\"display: table-cell;\">id&nbsp;=&nbsp;'1003', <span id=\"1005\" style=\"cursor: pointer;\">&hellip;)</span></div></div><div class=\"1004\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">data&nbsp;=&nbsp;{'marriages': {'__ndarray__': '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', 'shape': (145,), 'dtype': 'float64', 'order': 'little'}, 'divorces': {'__ndarray__': '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', 'shape': (145,), 'dtype': 'float64', 'order': 'little'}, 'year': [1867, 1868, 1869, 1870, 1871, 1872, 1873, 1874, 1875, 1876, 1877, 1878, 1879, 1880, 1881, 1882, 1883, 1884, 1885, 1886, 1887, 1888, 1889, 1890, 1891, 1892, 1893, 1894, 1895, 1896, 1897, 1898, 1899, 1900, 1901, 1902, 1903, 1904, 1905, 1906, 1907, 1908, 1909, 1910, 1911, 1912, 1913, 1914, 1915, 1916, 1917, 1918, 1919, 1920, 1921, 1922, 1923, 1924, 1925, 1926, 1927, 1928, 1929, 1930, 1931, 1932, 1933, 1934, 1935, 1936, 1937, 1938, 1939, 1940, 1941, 1942, 1943, 1944, 1945, 1946, 1947, 1948, 1949, 1950, 1951, 1952, 1953, 1954, 1955, 1956, 1957, 1958, 1959, 1960, 1961, 1962, 1963, 1964, 1965, 1966, 1967, 1968, 1969, 1970, 1971, 1972, 1973, 1974, 1975, 1976, 1977, 1978, 1979, 1980, 1981, 1982, 1983, 1984, 1985, 1986, 1987, 1988, 1989, 1990, 1991, 1992, 1993, 1994, 1995, 1996, 1997, 1998, 1999, 2000, 2001, 2002, 2003, 2004, 2005, 2006, 2007, 2008, 2009, 2010, 2011]},</div></div><div class=\"1004\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">js_event_callbacks&nbsp;=&nbsp;{},</div></div><div class=\"1004\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">js_property_callbacks&nbsp;=&nbsp;{},</div></div><div class=\"1004\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">name&nbsp;=&nbsp;None,</div></div><div class=\"1004\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">selected&nbsp;=&nbsp;Selection(id='1007', ...),</div></div><div class=\"1004\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">selection_policy&nbsp;=&nbsp;UnionRenderers(id='1006', ...),</div></div><div class=\"1004\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">subscribed_events&nbsp;=&nbsp;[],</div></div><div class=\"1004\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">syncable&nbsp;=&nbsp;True,</div></div><div class=\"1004\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">tags&nbsp;=&nbsp;[])</div></div></div>\n",
       "<script>\n",
       "(function() {\n",
       "  let expanded = false;\n",
       "  const ellipsis = document.getElementById(\"1005\");\n",
       "  ellipsis.addEventListener(\"click\", function() {\n",
       "    const rows = document.getElementsByClassName(\"1004\");\n",
       "    for (let i = 0; i < rows.length; i++) {\n",
       "      const el = rows[i];\n",
       "      el.style.display = expanded ? \"none\" : \"table-row\";\n",
       "    }\n",
       "    ellipsis.innerHTML = expanded ? \"&hellip;)\" : \"&lsaquo;&lsaquo;&lsaquo;\";\n",
       "    expanded = !expanded;\n",
       "  });\n",
       "})();\n",
       "</script>\n"
      ],
      "text/plain": [
       "ColumnDataSource(id='1003', ...)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "source\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "0e240ef4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"896ba3fa-edbb-4b02-aa9f-e1cd7e8e43e2\" data-root-id=\"1008\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  const docs_json = {\"0430ffd1-4370-46ef-bc66-bc730bba3913\":{\"defs\":[],\"roots\":{\"references\":[{\"attributes\":{\"below\":[{\"id\":\"1017\"}],\"center\":[{\"id\":\"1020\"},{\"id\":\"1024\"},{\"id\":\"1060\"}],\"height\":500,\"left\":[{\"id\":\"1021\"}],\"renderers\":[{\"id\":\"1049\"},{\"id\":\"1066\"}],\"title\":{\"id\":\"1044\"},\"toolbar\":{\"id\":\"1032\"},\"width\":800,\"x_range\":{\"id\":\"1009\"},\"x_scale\":{\"id\":\"1013\"},\"y_range\":{\"id\":\"1011\"},\"y_scale\":{\"id\":\"1015\"}},\"id\":\"1008\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"coordinates\":null,\"formatter\":{\"id\":\"1055\"},\"group\":null,\"major_label_policy\":{\"id\":\"1056\"},\"ticker\":{\"id\":\"1040\"}},\"id\":\"1017\",\"type\":\"LinearAxis\"},{\"attributes\":{\"bottom_units\":\"screen\",\"coordinates\":null,\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"group\":null,\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"syncable\":false,\"top_units\":\"screen\"},\"id\":\"1030\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"axis\":{\"id\":\"1017\"},\"coordinates\":null,\"group\":null,\"ticker\":null},\"id\":\"1020\",\"type\":\"Grid\"},{\"attributes\":{\"line_color\":\"#ff7f0e\",\"line_width\":3,\"x\":{\"field\":\"year\"},\"y\":{\"field\":\"divorces\"}},\"id\":\"1063\",\"type\":\"Line\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"1003\"},\"glyph\":{\"id\":\"1063\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"1065\"},\"name\":\"divorces\",\"nonselection_glyph\":{\"id\":\"1064\"},\"view\":{\"id\":\"1067\"}},\"id\":\"1066\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"1022\",\"type\":\"BasicTicker\"},{\"attributes\":{\"axis_label\":\"\\u6bcf\\u4e00\\u5343\\u4eba\",\"coordinates\":null,\"formatter\":{\"id\":\"1042\"},\"group\":null,\"major_label_policy\":{\"id\":\"1054\"},\"ticker\":{\"id\":\"1022\"}},\"id\":\"1021\",\"type\":\"LinearAxis\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#ff7f0e\",\"line_width\":3,\"x\":{\"field\":\"year\"},\"y\":{\"field\":\"divorces\"}},\"id\":\"1065\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"1007\",\"type\":\"Selection\"},{\"attributes\":{\"tools\":[{\"id\":\"1025\"},{\"id\":\"1026\"},{\"id\":\"1027\"},{\"id\":\"1028\"},{\"id\":\"1029\"},{\"id\":\"1031\"}]},\"id\":\"1032\",\"type\":\"Toolbar\"},{\"attributes\":{\"coordinates\":null,\"group\":null,\"text\":\"\\u7f8e\\u56fd\\u8fd9144\\u5e74\\u91cc\\u7ed3\\u5a5a\\u7387\\u548c\\u79bb\\u5a5a\\u7387\\u7684\\u6570\\u636e\\u89c1\\u8bc1\"},\"id\":\"1044\",\"type\":\"Title\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"1003\"},\"glyph\":{\"id\":\"1046\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"1048\"},\"name\":\"marriages\",\"nonselection_glyph\":{\"id\":\"1047\"},\"view\":{\"id\":\"1050\"}},\"id\":\"1049\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"source\":{\"id\":\"1003\"}},\"id\":\"1050\",\"type\":\"CDSView\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#ff7f0e\",\"line_width\":3,\"x\":{\"field\":\"year\"},\"y\":{\"field\":\"divorces\"}},\"id\":\"1064\",\"type\":\"Line\"},{\"attributes\":{\"axis\":{\"id\":\"1021\"},\"coordinates\":null,\"dimension\":1,\"group\":null,\"ticker\":null},\"id\":\"1024\",\"type\":\"Grid\"},{\"attributes\":{\"label\":{\"value\":\"Marriages\"},\"renderers\":[{\"id\":\"1049\"}]},\"id\":\"1061\",\"type\":\"LegendItem\"},{\"attributes\":{\"click_policy\":\"mute\",\"coordinates\":null,\"group\":null,\"items\":[{\"id\":\"1061\"},{\"id\":\"1077\"}],\"location\":\"top_left\"},\"id\":\"1060\",\"type\":\"Legend\"},{\"attributes\":{},\"id\":\"1054\",\"type\":\"AllLabels\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#1f77b4\",\"line_width\":3,\"x\":{\"field\":\"year\"},\"y\":{\"field\":\"marriages\"}},\"id\":\"1047\",\"type\":\"Line\"},{\"attributes\":{\"interval\":10,\"num_minor_ticks\":0},\"id\":\"1040\",\"type\":\"SingleIntervalTicker\"},{\"attributes\":{},\"id\":\"1056\",\"type\":\"AllLabels\"},{\"attributes\":{\"format\":\"0.0a\"},\"id\":\"1042\",\"type\":\"NumeralTickFormatter\"},{\"attributes\":{\"label\":{\"value\":\"Divorces\"},\"renderers\":[{\"id\":\"1066\"}]},\"id\":\"1077\",\"type\":\"LegendItem\"},{\"attributes\":{},\"id\":\"1006\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"1025\",\"type\":\"PanTool\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#1f77b4\",\"line_width\":3,\"x\":{\"field\":\"year\"},\"y\":{\"field\":\"marriages\"}},\"id\":\"1048\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"1029\",\"type\":\"SaveTool\"},{\"attributes\":{},\"id\":\"1026\",\"type\":\"WheelZoomTool\"},{\"attributes\":{},\"id\":\"1011\",\"type\":\"DataRange1d\"},{\"attributes\":{\"overlay\":{\"id\":\"1030\"}},\"id\":\"1027\",\"type\":\"BoxZoomTool\"},{\"attributes\":{\"line_color\":\"#1f77b4\",\"line_width\":3,\"x\":{\"field\":\"year\"},\"y\":{\"field\":\"marriages\"}},\"id\":\"1046\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"1028\",\"type\":\"ResetTool\"},{\"attributes\":{},\"id\":\"1055\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"source\":{\"id\":\"1003\"}},\"id\":\"1067\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"1013\",\"type\":\"LinearScale\"},{\"attributes\":{\"data\":{\"divorces\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[145]},\"marriages\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[145]},\"year\":[1867,1868,1869,1870,1871,1872,1873,1874,1875,1876,1877,1878,1879,1880,1881,1882,1883,1884,1885,1886,1887,1888,1889,1890,1891,1892,1893,1894,1895,1896,1897,1898,1899,1900,1901,1902,1903,1904,1905,1906,1907,1908,1909,1910,1911,1912,1913,1914,1915,1916,1917,1918,1919,1920,1921,1922,1923,1924,1925,1926,1927,1928,1929,1930,1931,1932,1933,1934,1935,1936,1937,1938,1939,1940,1941,1942,1943,1944,1945,1946,1947,1948,1949,1950,1951,1952,1953,1954,1955,1956,1957,1958,1959,1960,1961,1962,1963,1964,1965,1966,1967,1968,1969,1970,1971,1972,1973,1974,1975,1976,1977,1978,1979,1980,1981,1982,1983,1984,1985,1986,1987,1988,1989,1990,1991,1992,1993,1994,1995,1996,1997,1998,1999,2000,2001,2002,2003,2004,2005,2006,2007,2008,2009,2010,2011]},\"selected\":{\"id\":\"1007\"},\"selection_policy\":{\"id\":\"1006\"}},\"id\":\"1003\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"callback\":null,\"mode\":\"vline\",\"tooltips\":\"<font face=\\\"Arial\\\" size=\\\"3\\\">@$name{0.0} $name \\u6bcf1000\\u4eba\\u5728 @year\\u5e74</font>\"},\"id\":\"1031\",\"type\":\"HoverTool\"},{\"attributes\":{},\"id\":\"1015\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"1009\",\"type\":\"DataRange1d\"}],\"root_ids\":[\"1008\"]},\"title\":\"Bokeh Application\",\"version\":\"2.4.2\"}};\n",
       "  const render_items = [{\"docid\":\"0430ffd1-4370-46ef-bc66-bc730bba3913\",\"root_ids\":[\"1008\"],\"roots\":{\"1008\":\"896ba3fa-edbb-4b02-aa9f-e1cd7e8e43e2\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    let attempts = 0;\n",
       "    const timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "1008"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 工具条\n",
    "TOOLS = 'pan,wheel_zoom,box_zoom,reset,save'\n",
    "\n",
    "# 画布\n",
    "p = figure(tools=TOOLS, plot_width=800, plot_height=500,\n",
    "           tooltips='<font face=\"Arial\" size=\"3\">@$name{0.0} $name 每1000人在 @year年</font>')\n",
    "\n",
    "# 其他自定义属性\n",
    "p.hover.mode = 'vline'\n",
    "p.xaxis.ticker = SingleIntervalTicker(interval=10, num_minor_ticks=0)\n",
    "p.yaxis.formatter = NumeralTickFormatter(format='0.0a')\n",
    "p.yaxis.axis_label = '每一千人'\n",
    "p.title.text = '美国这144年里结婚率和离婚率的数据见证'\n",
    "\n",
    "# 绘图\n",
    "p.line('year', 'marriages', color='#1f77b4', line_width=3, source=source, name=\"marriages\",legend_label=\"Marriages\")\n",
    "p.line('year', 'divorces', color='#ff7f0e', line_width=3, source=source, name=\"divorces\",legend_label=\"Divorces\")\n",
    "\n",
    "#图例设置\n",
    "p.legend.click_policy = \"mute\" #点击半透明,隐藏为'hide'\n",
    "p.legend.location = \"top_left\"\n",
    "\n",
    "\n",
    "# 显示\n",
    "show(p)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dfb9211b",
   "metadata": {},
   "source": [
    "## 谷歌&苹果股票收盘价\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "822aaf1d",
   "metadata": {},
   "outputs": [],
   "source": [
    "from bokeh.sampledata.stocks import AAPL, GOOG\n",
    "from bokeh.models import ColumnDataSource, CustomJSTransform\n",
    "from bokeh.plotting import figure\n",
    "from bokeh.io import output_file, show\n",
    "from bokeh.transform import transform"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "928e58a5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date</th>\n",
       "      <th>open</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>close</th>\n",
       "      <th>volume</th>\n",
       "      <th>adj_close</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>[2004-08-19, 2004-08-20, 2004-08-23, 2004-08-2...</td>\n",
       "      <td>[100.0, 101.01, 110.75, 111.24, 104.96, 104.95...</td>\n",
       "      <td>[104.06, 109.08, 113.48, 111.6, 108.0, 107.95,...</td>\n",
       "      <td>[95.96, 100.5, 109.05, 103.57, 103.88, 104.66,...</td>\n",
       "      <td>[100.34, 108.31, 109.4, 104.87, 106.0, 107.91,...</td>\n",
       "      <td>[22351900, 11428600, 9137200, 7631300, 4598900...</td>\n",
       "      <td>[100.34, 108.31, 109.4, 104.87, 106.0, 107.91,...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                date  \\\n",
       "0  [2004-08-19, 2004-08-20, 2004-08-23, 2004-08-2...   \n",
       "\n",
       "                                                open  \\\n",
       "0  [100.0, 101.01, 110.75, 111.24, 104.96, 104.95...   \n",
       "\n",
       "                                                high  \\\n",
       "0  [104.06, 109.08, 113.48, 111.6, 108.0, 107.95,...   \n",
       "\n",
       "                                                 low  \\\n",
       "0  [95.96, 100.5, 109.05, 103.57, 103.88, 104.66,...   \n",
       "\n",
       "                                               close  \\\n",
       "0  [100.34, 108.31, 109.4, 104.87, 106.0, 107.91,...   \n",
       "\n",
       "                                              volume  \\\n",
       "0  [22351900, 11428600, 9137200, 7631300, 4598900...   \n",
       "\n",
       "                                           adj_close  \n",
       "0  [100.34, 108.31, 109.4, 104.87, 106.0, 107.91,...  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.json_normalize(GOOG)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "98966b2d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date</th>\n",
       "      <th>open</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>close</th>\n",
       "      <th>volume</th>\n",
       "      <th>adj_close</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>[2000-03-01, 2000-03-02, 2000-03-03, 2000-03-0...</td>\n",
       "      <td>[118.56, 127.0, 124.87, 126.0, 126.44, 122.87,...</td>\n",
       "      <td>[132.06, 127.94, 128.23, 129.13, 127.44, 123.9...</td>\n",
       "      <td>[118.5, 120.69, 120.0, 125.0, 121.12, 118.56, ...</td>\n",
       "      <td>[130.31, 122.0, 128.0, 125.69, 122.87, 122.0, ...</td>\n",
       "      <td>[38478000, 11136800, 11565200, 7520000, 976760...</td>\n",
       "      <td>[31.68, 29.66, 31.12, 30.56, 29.87, 29.66, 29....</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                date  \\\n",
       "0  [2000-03-01, 2000-03-02, 2000-03-03, 2000-03-0...   \n",
       "\n",
       "                                                open  \\\n",
       "0  [118.56, 127.0, 124.87, 126.0, 126.44, 122.87,...   \n",
       "\n",
       "                                                high  \\\n",
       "0  [132.06, 127.94, 128.23, 129.13, 127.44, 123.9...   \n",
       "\n",
       "                                                 low  \\\n",
       "0  [118.5, 120.69, 120.0, 125.0, 121.12, 118.56, ...   \n",
       "\n",
       "                                               close  \\\n",
       "0  [130.31, 122.0, 128.0, 125.69, 122.87, 122.0, ...   \n",
       "\n",
       "                                              volume  \\\n",
       "0  [38478000, 11136800, 11565200, 7520000, 976760...   \n",
       "\n",
       "                                           adj_close  \n",
       "0  [31.68, 29.66, 31.12, 30.56, 29.87, 29.66, 29....  "
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.json_normalize(AAPL)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "77b56683",
   "metadata": {},
   "outputs": [],
   "source": [
    "# ColumnDatasource分析数据\n",
    "aapl_source = ColumnDataSource(data=dict(\n",
    "    aapl_dates=np.array(AAPL['date'], dtype=np.datetime64),  #时间\n",
    "    close=AAPL['adj_close'],  #收市价\n",
    "    start=AAPL['open'],   #开盘价\n",
    "    high=AAPL['high'],  #当日最高\n",
    "    low=AAPL['low']   #当日最低\n",
    "    \n",
    "))\n",
    "\n",
    "goog_source = ColumnDataSource(data=dict(\n",
    "    goog_dates=np.array(GOOG['date'], dtype=np.datetime64), #时间\n",
    "    close=GOOG['adj_close'],  #收市价\n",
    "    start=GOOG['open'],   #开盘价\n",
    "    high=GOOG['high'],  #当日最高\n",
    "    low=GOOG['low']   #当日最低\n",
    "))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "f11e06c3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"cc98d99c-fa71-4ff6-b9ba-501bc0875f2d\" data-root-id=\"1134\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  const docs_json = {\"5954458b-d4ff-4018-b707-d2b658f1c372\":{\"defs\":[],\"roots\":{\"references\":[{\"attributes\":{\"background_fill_color\":\"white\",\"below\":[{\"id\":\"1145\"}],\"center\":[{\"id\":\"1148\"},{\"id\":\"1152\"},{\"id\":\"1197\"}],\"height\":350,\"left\":[{\"id\":\"1149\"}],\"renderers\":[{\"id\":\"1173\"},{\"id\":\"1203\"}],\"title\":{\"id\":\"1135\"},\"toolbar\":{\"id\":\"1161\"},\"width\":800,\"x_range\":{\"id\":\"1137\"},\"x_scale\":{\"id\":\"1141\"},\"y_range\":{\"id\":\"1139\"},\"y_scale\":{\"id\":\"1143\"}},\"id\":\"1134\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"base\":60,\"mantissas\":[1,2,5,10,15,20,30],\"max_interval\":1800000.0,\"min_interval\":1000.0,\"num_minor_ticks\":0},\"id\":\"1186\",\"type\":\"AdaptiveTicker\"},{\"attributes\":{\"mantissas\":[1,2,5],\"max_interval\":500.0,\"num_minor_ticks\":0},\"id\":\"1185\",\"type\":\"AdaptiveTicker\"},{\"attributes\":{},\"id\":\"1137\",\"type\":\"DataRange1d\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#4b5cc4\",\"line_width\":2,\"x\":{\"field\":\"goog_dates\"},\"y\":{\"field\":\"close\"}},\"id\":\"1172\",\"type\":\"Line\"},{\"attributes\":{\"days\":[1,4,7,10,13,16,19,22,25,28]},\"id\":\"1189\",\"type\":\"DaysTicker\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"1132\"},\"glyph\":{\"id\":\"1200\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"1202\"},\"nonselection_glyph\":{\"id\":\"1201\"},\"view\":{\"id\":\"1204\"}},\"id\":\"1203\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"1150\",\"type\":\"BasicTicker\"},{\"attributes\":{\"base\":24,\"mantissas\":[1,2,4,6,8,12],\"max_interval\":43200000.0,\"min_interval\":3600000.0,\"num_minor_ticks\":0},\"id\":\"1187\",\"type\":\"AdaptiveTicker\"},{\"attributes\":{\"days\":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31]},\"id\":\"1188\",\"type\":\"DaysTicker\"},{\"attributes\":{\"tools\":[{\"id\":\"1153\"},{\"id\":\"1154\"},{\"id\":\"1155\"},{\"id\":\"1156\"},{\"id\":\"1157\"},{\"id\":\"1158\"},{\"id\":\"1160\"}]},\"id\":\"1161\",\"type\":\"Toolbar\"},{\"attributes\":{\"axis_label\":\"\\u6807\\u51c6\\u5316\\u4ef7\\u683c\",\"coordinates\":null,\"formatter\":{\"id\":\"1177\"},\"group\":null,\"major_label_policy\":{\"id\":\"1178\"},\"ticker\":{\"id\":\"1150\"}},\"id\":\"1149\",\"type\":\"LinearAxis\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#ff461f\",\"line_width\":2,\"x\":{\"field\":\"aapl_dates\"},\"y\":{\"field\":\"close\"}},\"id\":\"1202\",\"type\":\"Line\"},{\"attributes\":{\"months\":[0,1,2,3,4,5,6,7,8,9,10,11]},\"id\":\"1192\",\"type\":\"MonthsTicker\"},{\"attributes\":{\"days\":[1,8,15,22]},\"id\":\"1190\",\"type\":\"DaysTicker\"},{\"attributes\":{\"source\":{\"id\":\"1132\"}},\"id\":\"1204\",\"type\":\"CDSView\"},{\"attributes\":{\"days\":[1,15]},\"id\":\"1191\",\"type\":\"DaysTicker\"},{\"attributes\":{\"axis\":{\"id\":\"1149\"},\"coordinates\":null,\"dimension\":1,\"grid_line_alpha\":0.4,\"grid_line_color\":\"#75878a\",\"group\":null,\"ticker\":null},\"id\":\"1152\",\"type\":\"Grid\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#ff461f\",\"line_width\":2,\"x\":{\"field\":\"aapl_dates\"},\"y\":{\"field\":\"close\"}},\"id\":\"1201\",\"type\":\"Line\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"1133\"},\"glyph\":{\"id\":\"1170\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"1172\"},\"nonselection_glyph\":{\"id\":\"1171\"},\"view\":{\"id\":\"1174\"}},\"id\":\"1173\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"axis_label\":\"\\u65e5\\u671f\",\"coordinates\":null,\"formatter\":{\"id\":\"1180\"},\"group\":null,\"major_label_policy\":{\"id\":\"1181\"},\"ticker\":{\"id\":\"1146\"}},\"id\":\"1145\",\"type\":\"DatetimeAxis\"},{\"attributes\":{\"line_alpha\":0.9,\"line_color\":\"#ff461f\",\"line_width\":2,\"x\":{\"field\":\"aapl_dates\"},\"y\":{\"field\":\"close\"}},\"id\":\"1200\",\"type\":\"Line\"},{\"attributes\":{\"months\":[0,2,4,6,8,10]},\"id\":\"1193\",\"type\":\"MonthsTicker\"},{\"attributes\":{\"source\":{\"id\":\"1133\"}},\"id\":\"1174\",\"type\":\"CDSView\"},{\"attributes\":{\"months\":[0,4,8]},\"id\":\"1194\",\"type\":\"MonthsTicker\"},{\"attributes\":{\"coordinates\":null,\"group\":null,\"text\":\"\\u8c37\\u6b4c&\\u82f9\\u679c\\u6807\\u51c6\\u5316\\u80a1\\u7968\\u6536\\u76d8\\u4ef7\"},\"id\":\"1135\",\"type\":\"Title\"},{\"attributes\":{\"callback\":null,\"tooltips\":[[\"\\u5f00\\u76d8\\u4ef7\",\"@start{0.000}\"],[\"\\u6536\\u5e02\\u4ef7\",\"@close{0.000}\"],[\"\\u5f53\\u65e5\\u6700\\u9ad8\\u4ef7\",\"@high{0.000}\"],[\"\\u5f53\\u65e5\\u6700\\u4f4e\\u4ef7\",\"@low{0.000}\"]]},\"id\":\"1160\",\"type\":\"HoverTool\"},{\"attributes\":{},\"id\":\"1181\",\"type\":\"AllLabels\"},{\"attributes\":{},\"id\":\"1214\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"bottom_units\":\"screen\",\"coordinates\":null,\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"group\":null,\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"syncable\":false,\"top_units\":\"screen\"},\"id\":\"1159\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"line_alpha\":0.9,\"line_color\":\"#4b5cc4\",\"line_width\":2,\"x\":{\"field\":\"goog_dates\"},\"y\":{\"field\":\"close\"}},\"id\":\"1170\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"1153\",\"type\":\"PanTool\"},{\"attributes\":{},\"id\":\"1215\",\"type\":\"Selection\"},{\"attributes\":{\"months\":[0,6]},\"id\":\"1195\",\"type\":\"MonthsTicker\"},{\"attributes\":{\"data\":{\"close\":[100.34,108.31,109.4,104.87,106.0,107.91,106.15,102.01,102.37,100.25,101.51,100.01,101.58,102.3,102.31,105.33,107.5,111.49,112.0,113.97,117.49,119.36,117.84,118.38,120.82,119.83,118.26,126.86,131.08,129.6,132.58,135.06,138.37,137.08,138.85,137.73,135.26,137.4,140.9,142.0,144.11,149.16,147.94,140.49,149.38,172.43,187.4,181.8,185.97,193.3,190.64,196.03,194.87,191.67,184.7,169.35,172.55,168.7,167.86,183.02,182.0,184.87,172.54,172.5,167.54,169.4,165.1,167.52,174.76,179.39,181.05,181.98,179.96,179.4,180.4,176.29,171.43,169.98,173.43,171.65,170.45,178.69,179.78,176.47,180.08,185.02,183.75,186.3,187.9,191.91,192.76,192.9,197.6,192.79,202.71,194.5,193.51,188.55,193.85,195.06,193.54,195.38,195.33,199.97,203.9,197.3,193.92,188.28,180.72,177.12,189.24,188.08,190.34,195.62,191.9,205.96,210.86,204.36,196.03,198.64,191.58,187.98,187.4,192.99,195.23,198.41,197.9,197.95,191.37,193.95,188.89,185.87,187.99,186.06,185.18,187.01,185.9,188.81,185.2,181.35,179.98,177.8,174.99,178.61,175.6,179.29,180.04,180.88,178.6,178.98,179.25,181.42,179.57,180.45,180.51,180.04,185.29,188.57,189.22,193.76,192.05,193.23,193.96,192.93,191.45,185.0,186.97,191.4,198.1,204.22,215.81,223.53,218.75,219.78,219.45,220.0,222.29,226.19,228.5,226.98,228.02,226.02,227.8,231.29,228.72,229.24,231.05,233.13,239.16,239.18,241.61,255.45,256.0,260.81,259.2,266.0,277.27,288.0,287.9,280.26,290.94,293.12,279.56,286.31,282.5,282.75,278.35,274.8,277.44,280.3,286.7,287.84,289.3,289.71,297.25,304.1,302.0,292.72,294.15,291.25,295.71,291.52,295.54,296.23,293.35,291.78,298.86,300.89,301.19,299.54,309.9,312.0,313.94,302.4,295.85,296.09,296.93,293.5,287.76,291.61,299.19,297.3,297.73,292.35,291.25,291.57,285.68,284.05,289.72,284.0,285.65,285.1,279.99,280.0,274.01,279.58,282.57,282.59,283.58,288.45,287.27,286.0,286.25,288.45,287.11,294.87,295.39,299.09,309.74,311.68,303.0,302.62,300.2,303.79,307.91,311.9,311.37,315.36,314.28,313.94,306.0,309.62,316.46,318.68,311.0,310.71,312.75,312.99,310.65,306.1,300.97,297.44,296.14,305.0,303.28,308.7,303.2,339.9,348.65,346.91,355.44,353.06,358.17,372.14,379.38,379.68,385.95,390.43,395.03,389.9,379.15,391.1,390.4,396.97,392.8,398.15,403.45,400.21,409.36,416.47,422.86,428.62,423.48,403.54,404.91,414.09,417.7,405.85,404.54,404.22,410.65,409.2,412.61,417.49,418.96,422.55,430.15,424.6,429.74,426.33,432.04,430.93,424.64,426.69,420.15,414.86,435.23,445.24,451.24,465.66,466.9,469.76,471.63,463.63,466.25,467.11,444.91,436.45,399.46,427.5,443.03,433.0,434.27,433.49,426.82,432.66,401.78,396.04,381.55,385.1,367.92,369.08,358.77,362.61,345.7,343.32,342.38,366.46,368.75,366.59,365.49,378.07,377.4,390.38,362.62,364.8,376.45,378.18,368.1,364.45,353.88,343.0,337.5,337.06,351.16,344.5,338.77,339.79,348.19,339.92,340.22,341.89,365.8,369.69,377.2,394.98,388.44,390.0,389.7,404.34,407.99,411.18,406.16,416.38,409.66,408.95,402.16,406.82,404.24,410.5,415.0,437.1,440.5,427.16,425.97,420.03,417.94,398.9,394.8,394.17,394.75,394.3,394.78,408.8,402.98,387.0,374.13,376.2,371.3,374.5,370.99,370.02,370.95,375.58,381.25,382.99,381.35,371.94,371.82,382.62,379.44,374.44,389.99,386.51,393.3,386.57,381.54,386.52,384.39,391.0,390.7,388.14,387.17,402.13,399.95,404.86,404.22,402.32,406.11,417.81,419.33,423.2,421.46,423.19,420.45,418.2,424.56,417.25,408.83,403.5,407.89,403.05,399.0,387.12,390.11,390.9,389.36,385.5,382.4,388.12,386.6,375.51,367.23,375.39,373.85,377.95,381.0,376.94,374.2,368.5,369.43,380.97,387.72,385.8,383.36,377.3,378.29,373.43,373.73,373.26,380.95,378.95,380.75,378.53,378.6,384.36,380.14,378.49,377.85,384.09,391.9,406.57,403.98,409.88,414.69,403.81,397.0,406.85,403.78,403.98,406.87,402.92,403.58,401.9,401.44,404.04,415.7,411.81,420.5,429.0,426.65,426.5,427.44,427.3,421.75,420.64,419.31,426.06,459.67,480.78,473.31,486.6,485.1,475.2,476.57,476.39,467.5,469.91,471.8,476.95,472.57,475.0,472.63,473.55,481.03,489.3,491.93,495.9,498.79,495.05,509.65,508.01,505.0,484.75,489.5,484.65,484.81,480.8,484.85,487.0,488.71,482.64,484.11,483.93,481.78,478.99,482.12,480.3,462.8,468.63,462.9,456.2,455.58,457.53,468.03,462.56,460.48,467.59,483.26,487.19,483.58,485.5,489.46,499.72,505.0,504.28,497.28,487.83,489.75,480.84,479.05,499.07,488.09,495.84,492.47,494.32,501.5,481.75,481.5,467.16,471.48,470.01,471.03,461.89,458.29,459.1,465.93,461.47,469.94,472.1,475.86,475.85,470.62,464.93,448.77,449.45,448.23,438.68,440.95,457.55,455.64,454.72,452.96,454.75,443.03,448.0,446.19,440.85,447.23,445.28,456.55,462.04,461.83,465.0,463.62,461.88,460.92,458.16,458.53,472.6,471.02,471.51,468.21,466.5,464.53,467.39,466.29,474.27,472.8,476.01,471.65,482.48,479.08,477.53,477.99,481.18,479.01,471.38,469.0,465.78,473.23,471.12,467.27,466.81,469.25,461.47,466.74,461.78,458.0,472.61,470.96,470.32,470.6,475.86,473.97,474.33,483.52,487.11,498.6,497.91,500.4,507.07,518.84,518.25,515.06,515.49,511.34,504.77,505.24,502.84,505.89,515.2,514.31,509.97,514.11,524.98,527.42,530.26,526.29,525.01,522.7,530.38,534.34,541.63,539.4,542.56,543.34,544.47,545.33,552.16,552.99,555.0,549.5,548.59,520.12,512.51,514.0,509.76,508.0,511.89,516.11,510.0,512.94,511.01,503.0,510.0,516.02,525.78,514.73,515.75,515.5,508.6,497.55,491.52,500.04,497.92,506.61,512.75,512.19,515.0,513.26,506.4,512.88,511.4,515.25,525.15,527.8,523.52,519.35,514.48,521.33,522.65,524.78,528.75,525.3,535.27,546.85,552.83,560.1,568.02,569.0,568.16,567.5,567.27,582.55,584.39,584.02,579.03,594.05,609.62,615.18,625.39,622.0,637.39,620.11,616.0,633.48,639.62,644.71,650.75,675.77,675.82,668.51,674.6,679.23,694.77,707.0,703.21,711.25,725.65,741.79,732.94,693.84,663.97,632.07,660.55,641.68,629.65,633.63,625.85,648.54,660.52,676.7,666.0,673.57,692.26,697.0,693.0,681.53,684.16,698.51,715.26,714.87,718.42,699.2,699.35,694.05,689.96,669.23,673.35,677.37,689.69,696.69,700.73,710.84,700.74,702.53,691.48,685.19,685.33,657.0,649.25,631.68,653.2,646.73,638.25,653.82,637.65,615.95,600.79,600.25,584.35,548.62,574.49,566.4,555.98,550.52,548.27,564.3,515.9,495.43,506.8,501.71,504.95,516.69,521.16,518.09,534.62,532.25,529.64,508.95,509.0,502.86,507.8,486.44,464.19,472.86,475.39,471.18,457.02,444.6,447.7,432.7,433.35,413.62,439.84,440.18,443.01,437.92,419.87,439.16,432.0,433.55,460.56,450.78,458.19,444.08,438.08,440.47,465.71,465.7,455.12,471.09,476.82,467.81,464.19,469.08,457.45,451.66,446.84,455.03,449.54,539.41,537.79,555.0,546.49,543.04,544.06,552.12,558.47,574.29,593.08,581.29,594.9,586.36,579.0,583.01,573.2,584.94,583.0,576.3,581.0,580.07,577.52,578.6,549.99,549.46,544.62,560.9,568.24,583.0,585.8,575.0,567.3,572.22,586.3,567.0,557.87,554.17,545.2,552.95,571.51,572.81,569.46,562.38,560.2,546.43,545.21,542.3,551.0,528.82,528.07,526.42,534.73,527.04,537.0,543.91,554.53,541.55,540.57,533.8,521.62,516.09,535.6,533.44,481.32,468.8,477.11,489.22,475.62,491.98,477.12,483.11,482.7,473.75,467.86,463.0,479.85,486.34,479.12,495.01,500.84,502.61,500.03,505.49,510.15,498.3,490.5,485.0,486.53,490.59,483.01,474.16,468.58,473.78,463.29,465.25,464.41,450.26,444.25,419.95,418.66,414.16,433.75,437.66,433.86,442.93,414.49,439.08,449.15,430.14,429.27,435.11,439.6,431.04,381.0,400.52,411.72,390.49,386.91,371.21,346.01,338.11,328.98,332.0,381.02,362.71,339.17,353.02,372.54,379.32,362.75,355.67,352.32,339.29,329.49,368.75,358.0,359.69,359.36,346.49,366.94,342.24,331.22,331.14,318.78,311.46,291.0,312.08,310.02,300.12,297.42,280.18,259.56,262.43,257.44,282.05,292.09,292.96,265.99,275.11,279.43,274.34,283.99,302.11,305.97,308.82,300.22,315.76,310.67,325.28,315.24,310.28,310.17,297.11,298.02,302.95,300.36,297.42,303.11,307.65,321.32,328.05,334.06,322.01,325.19,315.07,312.69,314.32,300.97,298.99,299.67,282.75,303.08,306.5,324.7,323.87,331.48,348.67,343.32,338.53,340.57,340.45,343.0,353.72,371.28,378.77,358.51,358.04,363.05,357.68,342.66,353.11,342.64,346.45,330.06,345.45,341.64,337.18,337.99,327.16,325.48,318.92,305.64,308.57,290.89,308.17,317.91,323.53,324.42,319.69,335.34,333.1,329.94,330.16,348.6,347.17,344.07,353.29,347.7,342.69,348.06,354.09,362.5,369.78,368.24,358.65,362.0,372.5,378.11,368.91,379.5,388.74,392.24,379.3,381.47,383.86,384.69,389.49,385.95,383.71,391.47,395.97,393.69,401.98,402.99,403.47,396.61,407.33,407.98,399.01,389.54,387.5,390.0,396.84,398.88,397.18,396.5,393.5,404.36,405.56,410.4,417.23,426.56,428.4,431.65,440.28,444.32,438.77,435.62,432.6,429.0,424.84,416.77,416.0,415.16,414.06,420.09,407.35,405.68,409.29,415.77,425.32,424.14,421.59,418.99,408.49,409.61,396.63,402.49,410.39,414.4,424.3,424.69,438.17,442.6,430.25,430.17,427.9,427.69,437.34,446.72,444.8,439.85,436.24,445.64,443.05,452.21,453.73,451.14,450.36,457.1,456.61,453.94,458.58,462.28,460.0,444.89,445.28,443.97,460.41,465.24,468.73,471.37,468.0,466.06,464.75,461.67,455.76,453.01,457.52,461.3,458.62,463.97,470.94,472.14,475.12,477.54,488.29,491.72,491.46,497.0,499.06,498.46,496.77,492.48,498.53,498.53,495.85,487.2,484.58,488.52,498.74,517.54,514.18,516.25,524.04,526.11,535.32,529.91,549.85,552.09,551.72,551.1,554.09,553.69,554.21,548.29,540.3,551.05,536.12,533.99,537.29,540.33,548.65,551.1,562.51,566.76,570.56,567.85,572.05,576.28,577.49,576.65,572.99,569.96,582.35,583.09,585.74,579.76,583.0,589.87,587.51,585.74,585.01,586.25,587.05,589.02,591.5,590.51,595.73,593.14,597.76,593.94,596.42,598.68,601.12,611.68,618.48,622.87,619.4,622.73,619.98,626.75,623.99,608.26,594.1,602.02,601.11,590.48,587.09,589.85,580.0,587.62,580.41,582.98,550.01,540.0,542.42,542.1,534.29,529.94,533.02,531.12,540.82,526.78,531.29,533.47,536.44,534.45,536.4,533.12,541.3,538.21,543.22,540.76,542.8,535.07,531.47,526.43,526.8,532.69,541.06,545.32,554.59,564.21,562.48,560.19,576.45,581.14,579.54,563.18,565.2,565.56,566.4,560.0,557.5,549.0,557.33,562.88,562.69,562.45,566.71,567.12,568.8,571.01,568.22,563.54,567.49,566.22,572.73,586.77,589.0,595.3,550.15,550.1,555.04,554.3,547.06,544.99,531.64,529.06,529.19,532.0,525.7,530.6,506.37,509.76,498.67,493.14,521.65,509.05,505.39,510.88,507.53,507.97,498.37,494.43,475.01,472.05,477.16,477.07,475.47,490.46,485.63,482.37,493.37,505.6,498.72,485.52,484.78,474.02,487.01,488.5,483.19,497.99,501.27,500.08,500.03,488.56,486.25,482.05,475.1,472.68,472.08,454.26,444.95,439.49,436.55,436.07,450.2,456.56,467.49,475.83,489.2,491.34,494.02,459.61,466.18,481.59,477.5,484.81,490.06,488.97,492.63,484.35,484.99,484.85,490.41,489.83,506.32,508.1,500.22,505.35,503.71,491.74,492.01,486.35,485.59,490.52,482.15,467.97,462.02,464.07,451.39,454.62,450.98,458.83,452.69,450.02,460.33,463.18,470.3,464.4,470.58,476.18,476.14,482.27,480.43,480.64,481.06,490.15,508.28,513.46,516.0,513.48,527.29,530.41,527.17,527.69,525.79,525.62,522.35,538.23,534.35,530.01,536.35,538.84,541.39,543.3,540.93,601.45,617.71,607.83,607.98,611.99,612.53,616.5,618.6,616.47,618.58,613.7,615.0,615.6,620.18,624.27,625.08,626.77,624.82,622.88,617.19,603.29,595.47,583.72,583.55,596.56,590.83,591.22,583.01,594.97,590.0,582.11,555.71,564.35,571.82,573.0,578.36,587.14,590.54,591.5,592.21,594.62,594.91,590.3,591.71,590.8,595.06,603.07,605.49,604.23,602.38,598.92,601.0,598.86,593.97,604.35,602.12,609.07,613.5,616.44,614.21,616.01,616.87,616.69,624.18,639.63,631.75,626.77,611.83,611.08,619.91,616.5,616.79,600.99,600.36,611.04,612.0,610.15,610.98,614.29,618.38,616.5,616.44,624.5,628.15,624.15,624.22,625.26,630.08,610.21,611.32,608.82,610.04,613.4,600.76,600.79,609.56,600.62,591.66,592.31,591.77,580.3,576.71,569.99,569.56,557.1,561.36,561.06,576.5,577.32,582.16,586.89,579.74,575.36,581.73,581.84,586.76,591.8,587.68,569.09,574.18,580.0,578.16,577.37,570.61,576.28,578.51,530.7,526.84,521.53,525.73,525.1,525.05,532.82,537.76,537.97,544.1,538.56,533.89,535.79,534.27,535.3,537.68,542.66,535.45,535.05,529.55,518.42,530.46,529.81,531.25,524.03,518.39,518.26,519.67,518.13,520.9,529.02,525.6,528.06,523.08,521.06,519.03,519.17,516.73,509.51,504.73,508.37,502.95,500.37,485.02,484.58,493.0,487.01,480.22,474.88,482.8,493.65,497.57,506.38,521.03,532.44,535.36,546.6,531.99,527.28,534.01,538.26,528.94,597.62,594.94,602.55,595.35,606.99,618.23,618.98,622.52,607.22,610.94,603.69,606.77,592.4,601.17,577.52,579.04,546.02,573.41,549.01,562.13,563.77,557.23,539.0,533.15,504.88,490.92,498.17,518.82,523.29,520.04,526.86,539.08,540.7,540.96,532.5,524.84,522.18,534.03,534.96,524.85,530.12,529.52,532.07,542.56,546.68,546.67,546.63,539.2,520.66,525.51,531.89,539.34,528.84,527.5,515.04,495.52,501.9,504.7,514.71,515.12,537.17,543.18,548.5,558.99,591.68,582.41,590.51,580.7,583.67,590.49,596.42,583.16,586.31,598.67,600.14,592.64,578.65,584.82,597.5,596.14,608.33,612.34,600.95,595.08,608.35,613.0,616.56,611.47,600.87,594.88,580.94,580.0,570.11,563.0,588.19,582.93,599.39,613.77,620.36,625.65,623.77,623.39,616.05,627.42,625.39,625.63,618.07,619.54,625.96,621.83,630.37,625.82,629.7,633.14,640.25,639.7,642.4,645.9,665.41,668.28,659.01,650.02,622.46,623.14,625.96,629.64,624.99,628.58,632.91,639.57,585.99,585.52,580.93,569.49,568.1,579.98,577.69,580.11,580.83,585.11,596.33,609.09,606.77,609.85,611.46,605.91,612.2,609.76,605.56,606.52,604.64,614.0,607.94,606.11,609.9,609.31,618.39,618.25,622.4,621.25,614.25,604.96,606.8,607.14,600.25,605.15,617.78,615.99,621.13,625.04,633.98,633.49,639.98,646.05,642.59,649.33,647.02,655.76,648.41,641.24,646.92,642.62,635.15,632.32,630.84,626.86,635.96,651.01,624.6,606.07,609.57,607.45,599.3,596.06,597.6,601.27,609.72,615.47,614.98,604.85,604.43,607.26,611.02,596.97,607.55,612.79,609.15,613.66,605.23,604.0,611.11,628.93,623.05,600.4,614.11,600.8,609.46,603.66,591.53,594.34,588.23,580.86,570.98,578.59,570.41,580.57,578.23,580.45,568.5,565.1,561.09,559.05,564.51,570.85,581.53,577.51,565.21,571.48,560.7,564.68,569.3,564.31,580.07,580.47,587.83,595.92,585.98,586.01,581.7,571.19,570.48,576.52,574.92,576.73,580.76,593.06,610.82,615.51,607.57,607.99,613.36,634.96,632.3,632.97,632.68,628.75,641.33,642.82,640.54,642.23,642.35,642.0,660.01,668.66,667.54,672.87,677.14,675.54,669.51,677.18,676.8,678.63,669.22,677.25,688.01,681.68,685.09,681.04,680.72,699.4,706.15,700.77,692.19,690.88,706.04,709.68,709.98,718.28,727.5,728.12,733.99,749.38,749.16,753.46,756.5,754.5,761.78,756.99,762.5,768.05,767.65,757.84,744.09,744.56,751.48,744.75,740.98,744.7,755.49,695.0,681.79,678.67,680.35,677.3,677.76,675.15,680.3,687.59,687.92,682.96,681.72,667.12,652.29,663.03,665.9,659.05,652.55,647.26,647.18,668.21,669.97,665.87,667.97,661.15,670.71,683.67,691.89,698.37,695.25,691.03,687.82,691.13,684.21,685.42,696.88,697.56,702.7,701.96,720.78,721.07,720.11,722.36,715.63,709.5,708.87,706.29,700.01,707.38,723.25,723.67,737.97,734.75,733.3,738.12,741.48,739.99,723.25,724.93,715.19,711.32,704.51,702.87,741.5,754.21,753.67,750.73,753.68,753.83,755.69,775.6,759.02,765.74,770.17,773.95,785.37,782.42,780.7,782.86,787.82,792.89,806.85,792.46,795.53,799.71,790.77,790.13,799.78,801.2,806.19],\"goog_dates\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[2148]},\"high\":[104.06,109.08,113.48,111.6,108.0,107.95,108.62,105.49,103.71,102.97,102.37,101.74,102.0,103.03,102.71,106.56,108.41,112.0,114.23,115.8,117.49,121.6,120.42,119.67,122.63,124.1,120.88,127.4,135.02,132.3,134.24,136.87,138.53,138.45,139.88,139.68,138.86,137.61,143.55,142.38,145.5,149.2,152.4,148.99,150.13,180.17,194.43,192.64,189.52,194.39,199.95,197.67,199.25,201.6,190.4,182.3,175.44,175.2,172.52,183.75,189.8,188.32,179.47,177.5,174.42,169.98,169.5,170.83,177.21,180.03,182.95,183.0,182.5,181.51,181.06,180.7,176.2,173.68,173.5,174.88,173.18,178.82,180.69,180.49,180.5,188.46,187.88,186.85,188.6,193.3,193.55,193.52,198.23,199.88,203.64,202.93,196.9,195.9,194.25,198.1,197.71,195.93,197.39,200.01,205.02,205.3,196.25,195.36,189.33,182.24,189.41,188.86,194.7,196.36,196.66,216.8,213.37,207.75,206.4,200.02,201.6,192.21,192.32,193.08,199.84,199.33,199.75,198.84,198.9,194.48,189.85,189.92,189.87,189.75,187.67,187.75,187.25,189.6,189.85,184.65,181.2,180.95,178.4,180.0,178.61,179.64,180.4,182.17,181.94,180.24,180.86,184.8,183.28,181.45,181.39,182.95,185.32,190.26,189.65,194.62,195.1,194.8,194.42,194.32,194.36,190.34,187.88,192.0,200.5,205.0,224.0,224.74,222.0,220.85,222.08,222.25,223.7,228.15,229.88,228.62,229.25,228.5,227.8,231.98,232.23,231.09,231.62,233.45,239.97,241.17,241.67,258.1,265.44,260.98,263.76,266.05,278.4,292.89,289.78,289.3,293.75,299.59,293.19,288.5,287.28,284.19,281.24,277.3,278.3,280.3,287.67,290.3,292.32,294.81,298.0,304.47,309.25,304.38,298.93,296.24,295.98,297.6,295.8,297.5,296.6,294.4,299.24,306.75,303.4,301.9,310.35,312.61,317.8,309.25,303.29,298.0,298.23,297.41,292.84,292.5,299.52,299.72,299.0,298.51,295.65,292.68,292.33,286.58,290.2,292.77,287.79,286.57,280.5,281.45,281.47,279.74,284.75,284.0,285.02,289.12,289.51,288.5,287.5,289.99,289.39,295.5,299.28,299.1,311.42,315.53,313.28,306.75,304.5,306.0,311.3,313.76,319.22,317.21,320.95,318.41,315.1,310.72,317.5,320.11,321.28,314.9,314.48,316.67,314.82,312.65,307.19,302.0,300.23,305.2,307.96,309.87,311.13,346.43,349.3,347.4,356.0,357.09,358.95,374.75,383.9,385.0,386.58,391.79,397.47,395.59,388.29,391.35,396.9,398.22,397.0,398.85,403.81,404.5,409.98,417.31,424.72,428.75,431.24,426.4,408.45,415.44,419.53,417.5,416.41,406.7,410.65,415.78,415.21,418.0,419.73,423.14,432.5,446.21,432.2,436.86,432.86,432.5,431.86,427.78,428.73,418.21,435.67,448.96,451.55,470.5,473.4,470.25,475.11,474.99,466.89,469.9,457.36,453.49,440.03,428.39,444.95,454.23,439.99,438.22,433.28,439.6,402.0,406.5,393.9,389.9,383.7,370.69,374.4,364.5,350.6,351.69,346.0,367.0,372.14,373.54,368.95,381.24,380.07,391.7,397.54,369.45,381.1,387.24,383.4,368.45,360.03,358.53,344.5,346.1,352.37,352.3,348.75,341.78,350.09,351.66,344.1,345.75,370.09,371.71,377.86,399.0,393.5,391.87,392.47,404.9,414.57,413.89,412.85,417.17,419.1,411.33,409.76,412.5,409.83,413.64,416.0,450.72,444.7,441.04,430.04,426.91,425.73,419.44,402.49,401.5,398.87,400.68,397.12,409.0,411.71,404.71,384.87,380.15,376.86,379.84,381.81,374.5,373.03,383.88,383.44,383.0,385.88,381.0,378.25,382.99,387.08,381.45,390.0,394.86,394.27,395.43,390.49,387.0,391.1,392.25,390.93,394.8,391.87,404.0,406.0,409.75,408.3,408.0,406.48,418.2,419.33,423.77,422.8,425.38,427.89,425.23,425.05,422.74,418.34,411.49,411.0,410.57,401.14,404.44,391.75,393.89,391.31,391.91,387.49,389.56,389.17,385.77,377.17,377.91,380.68,379.73,384.5,384.68,377.67,375.28,375.13,381.67,388.45,390.0,387.09,379.0,379.26,378.27,376.4,375.32,380.95,382.32,384.65,382.15,381.28,385.4,383.19,381.75,380.79,384.69,392.73,406.76,406.28,410.05,418.69,415.49,407.39,408.45,407.45,409.45,407.68,411.22,406.98,405.62,406.0,406.46,415.77,418.24,421.91,431.95,437.85,429.91,429.68,429.5,429.2,423.75,424.75,429.5,460.1,484.64,477.86,488.5,491.96,485.24,480.46,482.16,479.13,473.73,473.75,479.66,479.02,481.74,479.49,474.72,481.17,489.95,499.85,497.68,499.66,498.4,510.0,513.0,507.5,501.78,489.86,494.74,490.4,488.39,487.43,489.44,492.4,491.8,488.6,488.9,486.36,485.5,483.75,484.11,482.74,469.31,471.5,465.25,458.64,459.47,468.08,468.58,464.47,476.66,483.95,487.5,489.87,488.25,493.55,501.75,505.0,513.0,507.77,496.48,490.76,492.65,484.75,499.54,504.5,497.9,498.75,498.0,505.0,506.01,485.0,478.0,473.3,474.35,473.75,472.68,462.39,462.78,469.13,466.13,470.15,472.75,478.68,484.24,476.95,475.25,459.8,453.67,452.42,448.7,445.5,459.0,463.14,465.5,458.4,455.25,451.93,448.66,449.82,446.7,448.5,447.6,456.57,462.17,463.39,465.0,465.23,465.44,466.0,463.4,458.53,474.25,473.0,472.09,473.0,470.79,469.4,468.0,468.77,476.99,476.39,479.9,481.95,492.5,485.0,479.98,481.37,484.45,482.4,481.35,472.81,471.08,474.07,474.84,472.82,468.17,471.73,469.49,467.0,467.51,462.54,473.14,475.22,472.7,479.2,479.01,483.41,479.2,484.95,491.8,498.84,508.78,505.02,510.51,519.0,520.78,526.5,519.64,518.25,511.67,508.54,505.88,509.0,516.0,517.25,518.75,515.29,524.99,534.99,533.2,527.99,529.5,527.4,531.85,534.4,544.4,543.87,548.74,547.0,546.5,547.32,552.67,558.58,557.73,554.5,553.52,523.18,520.0,518.69,517.02,512.59,516.62,519.34,520.44,516.51,514.99,513.2,510.15,519.88,525.78,526.82,518.72,519.75,517.4,511.69,496.43,501.0,502.56,508.16,516.25,516.13,515.55,517.45,514.98,513.3,515.4,516.5,528.0,529.48,529.83,521.24,522.07,521.65,527.98,527.21,530.27,529.28,537.25,549.45,556.8,560.79,571.46,569.56,571.79,571.74,569.55,584.35,596.81,588.99,585.09,596.0,610.26,623.78,625.68,641.41,638.4,639.86,625.92,634.0,641.37,658.49,655.0,677.6,677.47,678.97,676.54,680.0,699.91,707.0,713.72,713.58,730.23,741.79,747.24,734.89,681.88,669.93,660.92,675.49,647.5,635.49,636.77,659.1,669.97,678.28,693.4,676.43,694.3,702.79,711.06,695.0,692.0,698.93,716.56,718.0,724.8,720.99,714.32,697.62,699.7,695.42,676.71,679.5,691.0,699.26,700.73,713.22,716.0,707.95,702.49,697.37,686.85,680.96,662.28,659.96,653.34,657.2,649.47,657.4,649.05,639.99,625.74,609.99,597.5,568.0,579.69,595.0,572.24,561.33,560.43,573.0,536.67,512.78,509.0,511.17,514.19,517.73,523.71,530.6,534.99,541.04,532.66,535.06,511.01,513.21,509.0,506.5,466.47,475.49,479.09,479.74,472.72,453.36,454.17,453.3,440.0,431.0,440.15,447.88,446.98,449.34,433.71,440.84,447.5,435.7,465.78,457.47,462.87,448.61,453.57,442.69,466.5,475.74,463.29,477.83,485.44,474.14,472.0,473.86,467.26,457.45,459.72,458.28,459.37,547.7,542.59,560.83,559.31,554.49,553.0,556.81,563.4,584.86,594.93,602.45,599.0,592.0,599.49,589.3,585.0,586.75,587.95,591.19,582.95,584.68,588.88,582.48,581.41,554.21,553.0,562.6,571.49,585.88,589.92,583.89,580.5,578.0,588.04,580.72,570.0,558.82,557.34,558.0,575.7,579.1,578.07,568.99,563.78,556.98,553.15,551.19,557.8,544.93,530.0,538.0,536.72,540.38,539.23,549.0,555.19,555.68,549.5,539.5,540.06,527.5,536.5,537.05,498.98,484.09,480.25,497.23,496.87,493.13,492.09,487.26,486.02,480.89,473.22,473.01,480.08,489.77,484.0,495.75,508.88,506.13,503.54,507.61,510.66,510.0,498.28,496.69,489.9,494.88,497.0,483.46,474.83,476.45,471.01,482.18,474.29,463.24,452.46,452.94,432.38,424.48,435.09,441.99,441.97,449.28,439.14,439.18,462.07,454.13,440.79,445.0,450.0,437.16,423.51,425.08,416.98,409.98,412.5,375.99,374.98,358.99,348.57,341.89,381.95,394.5,359.0,356.5,386.0,380.98,383.78,369.69,358.0,350.47,343.0,369.31,371.0,372.0,371.96,362.99,372.36,368.88,344.42,341.15,329.44,316.3,312.49,313.0,324.99,310.16,303.73,300.19,282.94,269.37,269.95,286.66,295.46,296.45,287.38,277.78,281.36,283.49,284.24,309.44,318.0,314.9,312.88,316.47,318.49,329.5,322.13,320.35,317.79,309.5,303.31,306.34,305.26,301.38,306.81,311.0,321.82,331.24,340.8,330.91,325.19,327.5,318.95,320.6,313.8,303.58,308.25,299.5,303.5,309.35,331.96,328.0,333.87,352.33,345.05,348.8,345.0,343.0,354.44,355.38,373.81,381.0,377.5,365.0,363.62,362.99,347.09,353.38,359.8,348.92,349.8,349.62,352.3,352.49,343.82,340.7,333.69,329.0,319.08,310.19,306.57,310.5,320.0,325.0,327.46,329.73,335.34,340.0,336.0,332.99,349.45,353.84,351.34,359.16,352.0,343.81,353.51,355.24,369.76,371.72,369.82,363.75,365.0,374.35,379.1,376.99,381.06,392.9,399.82,390.65,384.3,390.0,389.75,393.18,389.49,389.05,394.97,403.75,397.59,402.4,405.0,408.28,404.99,410.13,412.0,410.99,396.39,392.21,394.11,397.31,401.64,405.67,402.84,398.65,405.0,411.86,411.62,417.23,429.6,429.96,432.46,441.24,447.34,440.92,440.5,437.89,433.73,427.7,421.5,421.09,419.72,418.69,420.46,417.49,408.99,412.23,415.9,428.23,427.8,427.21,426.4,415.41,410.64,409.19,406.0,414.45,417.37,424.52,426.73,438.68,445.75,435.48,432.85,431.9,430.2,441.21,450.49,446.75,442.81,437.8,451.47,452.7,453.9,454.0,456.91,454.88,459.42,458.41,457.23,461.75,464.72,463.18,451.99,447.7,445.0,462.18,466.09,470.09,474.35,473.0,468.58,472.37,461.86,466.82,458.33,458.25,462.6,466.99,466.27,470.94,473.3,476.8,478.91,489.37,497.37,496.98,498.9,501.99,507.0,501.41,499.93,501.5,499.75,500.14,496.47,491.74,492.43,499.37,518.99,523.25,521.51,525.76,527.46,535.58,536.9,554.75,553.6,552.95,559.35,555.0,557.89,561.64,554.56,550.0,551.83,550.17,539.46,537.5,545.5,549.77,551.78,562.58,568.78,573.5,572.9,572.51,576.99,577.5,578.78,574.0,571.6,586.6,584.29,587.06,582.46,583.67,591.22,593.01,591.45,594.83,588.69,590.66,589.33,594.71,594.75,597.31,596.38,600.37,597.64,598.93,599.84,601.5,612.87,619.52,625.99,624.84,622.73,625.4,629.51,627.84,625.86,610.0,603.25,604.46,598.16,588.38,594.2,593.56,590.42,585.98,586.82,570.6,549.88,549.6,547.65,547.0,540.99,535.81,534.96,542.1,538.0,533.5,542.0,541.53,537.79,540.49,537.15,544.13,543.4,545.01,544.03,547.5,543.63,538.44,528.49,531.75,533.29,545.66,548.12,556.13,567.67,565.18,564.66,578.5,586.21,588.28,569.45,568.42,571.45,568.44,568.0,566.85,558.31,559.85,572.0,567.39,564.72,567.63,569.74,573.45,574.88,570.89,568.75,569.85,568.77,574.0,588.88,592.34,597.84,568.81,553.99,559.66,560.25,552.5,549.32,544.99,538.33,534.83,536.5,537.68,532.92,526.74,515.72,517.52,505.32,522.82,519.88,512.04,522.0,510.99,508.36,510.97,499.44,485.58,485.0,489.79,477.45,489.76,492.31,493.45,491.06,493.87,508.0,509.25,500.91,488.84,488.88,488.5,488.71,494.5,500.4,504.0,505.87,503.47,500.97,496.6,486.89,482.75,477.65,477.55,464.55,457.83,448.4,442.28,447.67,451.29,457.33,473.26,479.44,492.99,493.83,494.7,470.56,469.65,482.99,485.7,488.98,490.59,490.75,497.5,495.25,488.88,487.36,493.28,492.46,507.0,508.6,505.74,505.5,506.0,498.0,494.75,491.19,489.87,494.7,490.87,482.51,471.59,468.25,458.37,457.81,457.26,459.99,459.76,454.87,464.94,464.43,471.88,467.59,472.5,480.4,479.79,484.35,484.75,481.89,482.45,491.2,510.41,519.98,517.78,519.69,527.83,536.85,533.59,532.94,531.87,530.62,528.25,540.0,539.95,537.2,537.6,544.6,545.99,547.49,545.25,601.64,619.69,614.82,617.38,616.0,614.82,624.74,621.23,620.0,621.0,619.0,620.66,620.0,621.83,629.92,625.49,629.49,630.85,623.0,619.85,616.9,604.0,597.89,589.5,599.98,597.89,593.44,589.01,596.6,592.98,589.8,574.32,571.57,573.33,576.48,582.0,593.0,592.52,595.58,593.99,603.0,598.29,596.45,593.77,592.56,597.88,604.72,607.0,606.0,603.78,603.87,602.41,601.33,598.42,605.59,606.18,610.33,618.43,618.25,615.39,618.8,619.35,619.67,624.27,641.99,642.96,634.08,641.73,612.49,620.69,622.49,619.7,620.36,604.47,613.35,614.34,611.45,611.44,618.39,619.63,619.45,617.5,625.0,629.64,630.09,626.5,627.25,631.18,624.93,614.7,613.09,614.72,616.49,619.22,606.0,611.49,608.98,603.69,597.98,594.51,586.62,580.0,578.29,571.0,569.79,569.0,567.99,579.8,579.23,582.45,588.39,586.91,584.99,581.89,585.5,588.16,595.19,594.74,581.49,575.16,580.64,584.89,578.1,576.91,577.6,579.45,545.75,527.66,530.88,526.82,528.28,527.0,537.44,538.11,539.25,544.1,545.73,542.01,539.0,539.42,541.46,538.49,544.43,543.55,536.94,535.92,527.27,531.22,530.33,536.54,531.99,520.0,523.96,522.77,522.12,521.79,529.05,533.2,530.3,527.6,526.82,524.63,521.24,520.0,516.69,510.2,514.08,508.35,506.57,506.69,486.23,493.94,492.35,482.86,480.75,488.4,496.21,500.25,506.67,521.18,535.4,538.51,550.68,537.65,535.98,539.42,544.0,542.0,600.25,602.05,604.68,602.83,608.06,619.5,625.41,627.5,620.95,615.98,614.96,615.5,609.67,603.0,598.85,590.0,569.0,574.61,564.12,568.5,570.5,564.99,552.44,543.69,524.89,514.87,507.0,521.41,530.0,537.27,530.45,539.45,542.99,546.3,543.83,527.92,522.76,535.94,539.1,534.65,531.99,533.88,536.95,544.98,546.84,549.9,558.52,555.0,528.78,526.42,532.93,547.05,544.02,537.3,524.0,512.0,503.44,507.8,515.23,520.5,537.47,546.8,555.23,559.0,599.6,591.83,592.56,592.06,588.89,592.75,599.97,595.0,590.18,602.7,602.3,599.69,585.51,587.96,597.5,599.74,608.78,614.37,609.39,605.95,612.09,618.08,618.08,618.3,612.29,604.5,588.5,584.97,580.25,574.27,588.82,590.36,599.51,616.0,624.0,631.9,628.62,625.66,627.45,629.13,626.18,636.56,624.32,624.0,629.32,628.5,631.84,631.82,631.73,634.68,644.49,645.0,643.0,646.76,668.15,670.25,663.97,660.0,647.0,633.8,629.39,632.89,626.95,631.98,634.0,640.99,591.0,588.66,587.68,578.71,574.48,580.32,580.0,584.0,585.5,586.41,597.07,610.83,609.39,611.35,614.5,608.13,613.84,612.0,612.93,608.81,607.63,617.88,616.78,607.94,611.65,612.36,619.77,625.6,625.7,624.0,622.49,608.81,611.19,611.5,611.9,607.0,617.85,622.78,623.5,625.91,637.27,636.06,647.39,648.8,648.5,649.49,653.5,658.59,656.59,653.49,647.5,647.95,639.0,636.43,635.33,634.5,636.0,653.14,648.99,623.81,617.69,612.8,616.26,608.85,598.45,606.63,611.35,618.0,616.74,616.08,611.6,608.11,614.83,607.89,610.57,616.9,616.38,616.19,614.55,608.5,615.0,630.1,637.85,632.42,615.69,613.81,609.6,611.92,601.73,599.13,591.9,590.0,572.65,580.49,578.13,581.97,587.89,581.0,585.32,570.3,567.0,565.07,564.52,574.21,584.28,580.0,579.84,571.48,568.09,566.6,573.99,566.23,580.13,583.0,588.41,600.06,593.52,588.6,592.43,577.85,571.93,579.15,579.19,580.67,583.69,598.48,612.94,618.35,617.93,613.38,616.87,635.0,642.6,636.5,639.51,638.03,643.72,649.38,644.26,645.87,646.37,642.24,660.15,672.85,674.25,674.64,677.25,678.87,678.0,680.6,680.48,680.45,672.0,677.62,688.99,687.39,688.58,685.0,686.5,699.89,712.25,712.81,700.65,694.91,709.0,713.0,712.88,718.66,728.56,731.38,734.92,750.04,764.89,761.24,762.84,759.3,765.0,765.99,763.92,769.89,774.38,763.58,761.32,747.53,758.5,754.87,743.83,746.99,756.34,759.42,706.7,684.63,687.33,687.0,682.0,683.03,681.0,690.9,695.55,686.86,686.5,678.23,671.49,668.34,669.8,667.6,662.18,660.0,653.02,668.92,678.0,669.8,670.0,667.0,675.0,684.91,693.9,699.22,705.89,695.51,694.5,695.61,696.88,691.65,701.92,703.51,716.47,707.82,721.92,729.1,723.0,724.65,718.82,715.18,712.88,708.84,706.91,710.57,727.0,731.93,741.47,739.38,736.3,738.35,745.0,742.43,742.2,735.0,724.34,719.64,712.77,705.34,749.0,756.83,758.48,755.6,756.95,760.95,757.62,776.6,770.47,771.11,772.96,778.81,786.67,783.0,787.9,785.35,788.74,793.26,807.0,808.97,805.45,801.25,808.41,795.95,804.75,806.99,807.14],\"low\":[95.96,100.5,109.05,103.57,103.88,104.66,105.69,102.01,102.16,99.67,98.94,99.32,99.61,100.5,101.0,101.3,106.46,106.79,110.2,111.65,113.55,116.77,117.51,116.81,117.02,119.76,117.8,120.21,126.23,129.0,128.9,134.03,132.24,136.0,136.55,137.02,133.85,133.4,140.08,138.56,141.95,141.21,147.35,139.6,141.62,164.08,172.55,180.0,181.77,185.6,190.6,191.27,193.34,190.75,183.35,168.55,169.4,165.27,166.33,167.57,177.4,178.75,170.83,169.0,165.73,166.52,161.31,166.5,172.51,175.32,177.51,180.25,179.55,178.55,177.6,176.02,170.55,168.73,168.47,171.29,169.45,169.6,176.66,175.95,176.55,181.87,183.4,183.01,186.0,189.1,191.01,191.78,191.85,192.56,195.46,193.48,192.23,187.72,188.78,191.83,193.18,190.5,194.05,194.13,198.66,196.71,192.0,188.12,180.32,176.29,179.15,185.2,186.34,191.72,190.63,203.66,205.81,202.6,195.51,194.53,189.46,185.25,186.07,181.0,193.08,194.3,196.81,196.66,190.39,188.66,182.23,185.51,185.85,182.0,184.36,184.31,185.07,187.03,184.97,180.16,177.4,177.15,172.57,174.21,175.01,175.8,178.31,177.25,177.85,177.97,179.2,180.95,178.07,179.6,177.64,179.99,179.84,187.57,187.58,188.64,191.45,192.32,189.41,189.73,190.1,184.66,183.49,188.03,195.91,199.32,214.26,217.52,218.29,216.74,217.71,217.82,220.21,221.32,227.0,225.88,226.47,225.43,224.72,227.93,228.2,227.32,228.57,230.2,233.52,238.27,239.65,242.71,253.5,250.63,258.3,259.25,269.37,282.02,284.6,277.41,281.83,290.3,278.0,280.56,280.02,276.52,277.75,267.43,273.07,275.9,271.73,284.97,288.67,286.5,289.58,293.86,302.0,292.15,291.04,289.22,290.23,291.38,288.51,294.05,291.02,290.93,292.1,300.07,299.78,297.75,301.8,301.8,311.21,296.33,294.96,292.09,292.4,293.28,286.99,288.1,291.12,295.6,295.25,291.31,290.49,288.51,284.88,280.62,281.64,283.77,283.34,284.0,275.0,279.62,273.35,274.12,276.45,279.97,282.66,282.24,285.88,284.36,285.0,286.44,286.8,285.28,293.36,296.56,301.0,306.17,300.3,297.91,299.87,300.71,305.23,305.96,310.17,312.59,312.56,313.38,305.6,306.08,312.29,312.79,310.74,308.0,310.09,310.54,309.15,304.86,299.0,290.68,292.54,294.56,302.74,303.96,301.21,333.0,342.19,342.86,346.19,351.68,355.02,359.51,369.01,377.17,381.38,385.45,392.15,388.58,378.03,377.43,388.85,391.53,390.95,394.11,399.53,399.85,393.49,406.23,415.78,425.3,422.44,402.14,395.56,408.29,413.86,404.28,401.7,399.01,402.64,408.56,409.95,411.64,415.49,416.5,422.75,420.11,424.67,420.71,425.93,428.78,422.76,421.26,419.17,413.74,418.22,439.75,441.5,453.24,460.94,462.04,469.18,461.5,461.61,462.53,443.25,433.0,394.74,405.73,434.48,429.22,423.56,428.98,425.0,423.97,387.52,395.98,372.57,379.56,363.35,354.67,356.11,353.14,341.89,342.4,337.83,344.49,363.62,365.11,363.86,365.39,373.49,380.28,338.51,361.3,362.2,375.76,367.14,358.15,350.54,341.5,331.55,335.45,332.62,340.53,337.9,334.93,341.54,339.08,337.5,340.2,362.51,365.0,371.17,379.51,383.61,384.03,387.93,388.14,402.82,405.43,404.02,405.25,406.22,405.19,400.5,400.84,401.5,406.73,408.2,436.17,436.52,426.0,423.53,419.39,416.3,398.55,388.4,390.88,392.21,391.78,390.05,393.75,401.86,384.98,373.55,368.25,369.89,370.22,370.71,360.57,365.25,373.56,371.61,372.31,380.03,371.45,366.78,371.6,377.45,374.15,376.3,386.5,378.59,385.35,381.0,378.12,378.52,383.0,388.0,386.98,386.51,389.75,388.0,400.74,403.25,401.01,401.13,405.82,412.33,419.45,415.64,421.98,415.88,416.38,413.03,416.73,406.83,398.61,403.72,397.74,394.66,385.66,377.69,381.21,383.8,383.0,377.95,381.73,383.31,375.51,365.2,363.36,371.75,371.15,379.09,376.36,372.46,368.0,368.67,372.6,382.12,383.92,380.75,375.22,374.84,372.66,372.26,372.5,375.0,377.2,378.51,378.2,377.19,377.44,379.66,377.4,376.72,377.77,384.88,395.1,401.93,406.74,409.47,392.74,394.62,399.86,401.36,402.5,401.77,402.37,400.54,401.41,400.8,398.19,403.05,410.86,409.75,423.42,422.39,423.76,424.0,425.56,421.34,416.7,417.5,419.57,453.59,460.37,471.41,475.11,484.2,472.49,470.01,473.84,465.26,466.38,465.06,472.33,471.77,468.6,471.86,470.29,474.14,480.5,491.93,492.56,493.0,492.65,495.83,505.78,504.0,484.75,477.03,482.25,481.55,478.5,479.35,484.89,484.52,482.42,480.0,483.8,480.28,477.02,477.26,479.84,460.72,458.5,462.33,452.34,452.73,454.59,459.1,462.25,459.86,461.11,468.35,478.11,482.2,481.2,482.04,496.18,500.0,503.3,494.38,487.43,486.74,478.5,477.29,483.29,485.66,487.03,490.5,491.22,495.51,481.53,477.81,466.19,467.26,468.78,465.15,461.5,455.02,457.26,459.22,460.72,462.06,464.71,467.74,474.39,467.8,463.75,447.17,443.04,440.0,438.68,437.0,447.38,454.29,454.1,450.1,451.11,442.83,439.0,443.94,439.89,440.63,443.6,445.21,452.53,457.08,455.62,460.34,460.15,455.0,456.14,452.12,464.0,469.58,469.62,465.59,465.16,462.61,462.24,463.36,468.15,471.6,469.53,469.59,482.02,478.26,475.55,476.11,477.11,478.33,471.38,464.17,465.73,465.29,465.88,466.47,464.73,463.88,461.02,461.0,460.0,457.41,459.02,470.81,469.75,466.72,473.0,473.75,471.5,477.27,484.0,483.0,497.06,497.93,497.59,506.61,515.26,512.51,509.46,510.0,503.17,498.69,501.7,501.23,504.24,511.54,509.06,506.28,516.1,523.38,526.24,519.56,523.8,519.46,524.2,527.5,532.15,538.73,540.26,541.65,540.01,540.22,547.25,549.31,552.38,543.81,542.24,509.5,512.15,507.11,505.56,498.88,505.5,510.5,510.0,508.14,509.0,503.0,502.5,509.04,517.09,514.63,505.63,513.03,508.0,496.71,480.46,491.65,496.0,497.77,509.25,507.0,508.5,511.4,505.79,507.23,510.58,511.47,514.62,522.25,518.24,516.8,510.88,515.73,519.0,523.22,522.22,524.07,524.27,538.86,546.03,552.83,560.0,562.86,563.81,565.78,564.12,569.61,580.01,580.36,577.06,587.01,593.95,608.39,616.8,609.0,618.24,615.55,611.99,621.59,628.5,643.23,636.28,660.0,659.56,663.55,668.06,672.09,677.51,696.04,701.78,697.34,706.07,725.0,723.14,677.18,661.21,626.21,632.07,636.27,624.0,616.02,618.5,632.87,642.08,668.11,665.0,650.26,672.14,687.77,682.11,681.14,677.12,687.5,697.01,710.5,714.0,698.78,688.5,681.21,687.26,663.67,652.5,669.0,680.61,693.24,693.06,698.21,700.74,696.54,690.58,677.73,676.52,655.0,637.35,631.0,622.51,640.11,630.11,645.25,635.38,601.93,598.01,598.45,561.2,519.0,554.14,566.18,548.6,540.67,543.51,534.29,510.0,492.55,488.52,497.93,494.76,508.7,513.4,513.03,518.69,531.0,524.33,506.5,498.82,499.5,497.55,485.74,446.85,459.64,467.36,464.65,450.11,435.78,444.0,431.18,426.24,413.04,424.65,438.07,428.78,430.62,412.11,425.53,431.67,417.5,437.72,446.0,449.29,440.49,434.31,432.01,446.87,460.39,448.13,456.2,473.53,462.01,457.54,461.85,455.01,450.15,443.72,441.0,446.52,524.77,530.29,537.56,540.95,540.02,542.73,539.0,550.01,558.47,576.97,579.3,587.13,583.0,576.43,578.91,571.3,568.91,578.55,575.25,575.61,578.32,573.52,572.91,547.89,540.25,537.81,543.85,561.1,573.2,581.3,571.27,560.61,564.55,576.21,567.0,545.4,546.78,544.46,546.88,561.34,566.5,568.38,559.16,550.81,544.51,542.02,535.1,543.67,528.26,515.09,523.06,517.0,526.06,527.5,535.6,540.0,540.73,530.72,519.43,515.45,501.1,510.6,524.5,478.19,465.7,465.6,478.1,475.62,481.5,475.13,478.0,472.81,471.44,462.5,461.9,466.33,472.51,476.41,475.69,491.78,498.0,493.88,496.29,505.5,495.51,486.63,482.57,479.27,489.48,481.5,470.59,464.84,470.33,462.33,461.42,459.58,449.4,440.08,417.55,415.0,409.68,406.38,429.0,423.71,425.49,413.44,410.5,443.28,429.0,425.72,430.11,435.98,421.03,380.71,392.32,403.1,386.0,383.07,357.16,345.37,326.11,321.67,310.3,345.75,357.0,338.83,309.44,363.55,359.59,362.0,344.0,337.99,324.74,325.6,328.51,352.37,358.37,354.27,341.43,345.5,341.31,325.81,325.33,309.47,300.52,287.76,280.0,302.56,297.95,285.35,278.58,259.04,247.3,249.01,267.32,276.2,288.28,265.98,262.58,265.34,268.77,264.02,282.0,297.01,304.51,297.8,294.0,305.11,311.27,312.42,309.11,309.0,290.63,296.67,298.38,298.31,291.58,298.71,302.61,305.5,315.0,326.39,318.75,317.34,313.4,310.23,310.39,297.75,286.79,295.7,282.75,288.35,295.15,304.22,320.56,324.27,336.31,340.11,336.0,332.0,333.83,339.17,337.0,355.44,367.3,357.89,353.0,351.48,355.23,339.69,340.52,341.41,335.0,329.55,330.89,338.92,337.16,331.11,326.0,322.35,315.38,302.64,294.25,289.45,294.25,305.71,313.65,319.03,318.59,319.09,328.05,327.38,326.34,333.03,344.0,336.25,348.5,345.47,336.05,346.18,340.61,360.32,358.0,361.4,355.31,356.21,366.25,370.3,365.6,364.16,381.02,384.81,375.89,376.1,379.01,381.11,380.5,382.75,381.54,385.83,394.8,391.55,394.79,397.25,401.0,392.5,395.0,401.2,395.11,388.35,384.69,389.09,385.4,393.0,395.0,393.84,392.0,390.0,404.81,404.61,410.7,418.53,423.4,424.0,434.5,439.46,434.12,431.76,426.67,428.37,421.21,414.0,415.42,411.56,413.0,414.58,401.89,402.55,406.56,406.51,413.11,422.24,418.22,418.15,406.81,401.66,395.98,398.06,405.8,408.7,415.18,420.87,428.49,434.1,426.7,426.25,425.72,423.5,425.5,435.0,437.61,436.1,431.89,442.61,442.43,447.64,448.43,447.88,448.53,454.99,453.79,452.38,454.92,458.91,456.89,443.12,442.32,438.56,451.23,462.65,464.42,468.72,466.7,460.73,463.38,458.0,454.42,452.59,455.0,455.78,455.84,458.8,462.0,467.63,470.05,472.71,478.48,487.15,491.23,486.22,497.81,497.71,493.0,492.0,493.3,493.01,487.24,487.0,482.6,483.34,491.7,497.81,513.34,514.5,519.32,521.38,530.0,527.27,544.53,548.73,540.7,549.0,548.0,551.2,550.89,544.16,538.25,541.0,534.24,528.24,528.3,536.42,542.66,545.5,554.23,562.0,565.86,565.5,566.61,572.78,573.72,572.07,570.0,569.4,575.86,576.54,582.69,570.97,577.11,583.0,586.22,585.0,579.18,581.0,582.0,583.58,590.41,587.73,592.61,590.99,596.64,593.76,595.0,595.67,598.85,602.85,612.27,618.48,618.29,618.01,619.98,624.24,621.54,606.36,592.65,589.11,594.04,588.0,573.9,582.81,578.04,576.29,575.29,572.25,534.86,535.51,536.29,535.31,530.6,525.61,530.3,527.61,528.23,525.56,522.46,531.53,535.07,527.69,529.5,530.5,534.3,537.61,536.14,539.7,541.0,532.29,530.51,520.0,523.48,527.74,535.01,539.25,546.2,559.9,561.01,556.5,562.21,574.2,579.16,556.0,560.76,564.25,562.96,557.28,554.28,542.0,539.7,558.66,560.02,560.57,560.28,562.81,565.55,569.0,565.4,561.86,560.05,564.0,566.22,571.13,584.01,588.29,549.63,545.0,551.06,552.16,543.35,542.27,529.21,527.23,521.03,526.67,525.44,525.08,504.21,500.47,460.0,481.33,512.6,508.22,502.0,510.37,496.25,498.35,497.07,487.74,473.8,464.4,476.8,464.01,475.0,481.05,483.0,480.12,481.46,494.7,496.7,483.15,477.54,472.0,475.84,481.62,483.19,482.18,496.11,496.69,498.13,484.89,485.73,478.16,473.26,470.56,469.01,451.12,444.72,433.63,436.0,433.63,435.38,449.66,462.78,471.08,480.28,486.46,482.68,459.52,457.52,460.6,475.43,482.48,480.01,484.88,490.17,482.67,479.33,479.14,486.94,486.76,491.05,503.56,496.05,501.36,498.57,491.5,482.51,486.01,480.5,486.03,481.55,467.25,461.02,457.73,450.92,450.0,450.44,447.65,452.42,448.0,452.5,460.31,467.44,463.02,464.51,470.58,475.08,479.53,480.08,478.5,479.41,481.18,492.06,508.91,511.68,511.3,518.26,528.85,518.45,524.71,518.92,523.0,518.85,526.55,529.94,529.14,527.62,537.17,537.79,542.33,537.11,591.6,600.55,602.86,607.5,606.0,610.05,614.97,611.03,612.33,613.3,612.99,611.21,614.58,613.5,622.1,621.11,623.13,620.51,617.51,614.21,601.21,594.05,583.45,581.37,588.56,590.34,582.75,578.2,587.05,587.0,579.95,553.31,562.4,565.35,568.0,576.61,586.0,583.69,589.0,590.29,594.09,592.48,589.15,588.07,587.67,588.66,597.61,603.28,602.03,599.5,598.01,598.92,597.39,592.03,596.48,600.12,600.05,610.05,610.13,608.56,614.5,614.77,614.16,617.08,625.27,629.66,623.29,611.36,601.23,606.52,615.28,613.25,599.76,595.55,603.11,607.53,606.13,606.61,609.21,614.51,612.34,611.56,613.0,620.04,623.1,622.1,620.28,624.18,607.77,604.0,601.35,609.5,608.01,599.3,595.19,605.0,600.2,587.0,590.2,585.75,579.45,573.33,568.02,555.5,551.28,560.54,559.74,569.02,572.51,572.0,578.8,579.24,574.71,573.01,580.58,581.74,588.76,583.1,565.68,568.0,574.19,578.06,573.0,568.05,571.75,572.1,530.06,519.0,520.9,521.39,522.39,522.01,525.21,534.35,534.08,538.51,537.12,529.63,533.02,531.5,535.18,531.1,537.54,533.69,530.91,529.05,516.4,515.03,525.7,529.72,523.13,513.4,518.15,517.25,515.0,516.3,523.5,525.31,522.48,521.5,519.25,518.99,515.78,515.64,509.29,502.17,506.99,500.61,496.67,484.8,479.23,484.73,486.73,473.73,473.02,473.6,484.02,492.38,501.5,506.38,525.3,533.04,535.88,527.27,525.5,526.0,536.48,526.73,588.16,592.0,595.53,595.35,594.01,604.27,613.0,617.22,604.75,603.0,603.69,599.18,591.57,583.63,577.47,562.0,544.35,541.01,547.73,548.41,560.4,546.05,530.3,530.77,500.49,490.86,494.53,499.06,517.23,518.3,513.14,533.56,530.81,536.0,531.22,520.73,510.5,527.4,531.9,521.19,517.5,523.4,525.82,534.56,543.14,535.38,542.67,538.86,514.0,514.5,513.25,536.05,527.7,519.41,514.38,495.0,480.6,480.77,502.6,510.3,523.2,533.46,544.63,548.02,587.57,578.0,577.4,579.22,579.51,586.7,586.5,582.85,572.86,593.3,594.25,591.67,576.75,580.48,583.72,592.43,592.23,603.6,598.66,591.56,598.6,607.78,610.5,610.61,596.78,593.75,572.09,575.24,570.11,561.33,576.5,581.33,592.09,599.0,616.26,622.4,620.24,618.1,615.3,617.01,620.29,622.85,612.49,618.69,621.47,620.0,627.99,618.96,627.01,630.56,632.0,638.1,635.2,642.02,652.37,660.62,656.23,649.79,621.23,616.91,621.12,626.5,621.06,625.68,622.12,631.46,581.7,583.16,578.0,566.38,564.55,569.33,573.4,575.15,579.14,582.08,588.05,594.01,603.76,604.74,609.0,604.0,610.02,604.76,602.56,597.73,602.4,602.88,606.71,600.35,605.51,605.06,607.68,615.5,618.15,620.32,611.38,593.84,605.86,606.35,600.0,599.26,605.55,613.46,614.83,620.05,621.24,627.27,632.51,631.0,640.9,639.54,644.8,651.08,644.3,641.0,634.84,638.64,631.1,628.57,625.29,624.55,631.3,640.26,623.54,601.66,607.01,602.81,599.0,595.83,590.2,597.32,602.88,609.7,610.6,600.61,600.19,600.61,608.95,596.81,595.0,600.7,601.81,610.23,604.77,600.58,603.75,615.94,621.23,596.7,600.0,596.0,597.12,598.87,588.28,588.32,583.53,579.0,568.35,570.01,566.47,573.61,577.25,574.58,566.69,558.58,558.68,556.52,557.09,559.25,573.12,573.51,563.73,565.82,557.35,559.48,566.02,557.21,572.2,576.5,578.0,588.54,582.82,581.25,578.74,564.94,562.09,568.55,571.78,568.4,576.13,586.0,598.18,598.25,604.34,605.37,610.03,617.5,629.5,628.22,631.38,623.41,636.14,639.22,636.47,638.5,641.52,636.13,646.68,659.0,664.1,667.08,671.7,672.66,662.17,666.7,671.0,674.08,659.24,664.74,676.15,680.18,680.04,673.5,679.14,684.73,697.67,698.39,691.0,680.88,690.54,707.01,705.0,706.78,716.41,721.22,730.12,730.25,747.66,741.0,751.65,751.15,756.21,750.27,752.2,759.4,765.01,754.15,742.53,738.29,750.29,744.1,730.7,736.46,740.26,676.0,672.0,669.7,672.0,675.27,673.51,671.2,675.0,678.72,687.37,675.56,677.55,666.49,651.23,650.3,660.87,658.23,650.5,643.9,636.0,655.53,664.57,660.4,666.1,659.02,658.0,663.89,682.0,685.69,694.11,685.7,682.33,684.51,682.42,683.79,687.72,693.48,699.55,698.43,704.02,715.05,716.68,716.97,710.52,707.47,702.41,698.61,700.01,696.0,716.55,720.72,727.68,730.58,724.43,728.6,733.5,736.3,722.35,712.1,713.67,711.02,701.33,695.52,735.79,740.51,750.25,747.89,746.54,752.91,750.25,758.1,758.27,759.47,758.5,765.5,779.56,773.75,779.37,779.97,777.77,787.07,795.28,791.79,791.22,793.8,790.49,784.4,791.11,801.03,796.15],\"start\":[100.0,101.01,110.75,111.24,104.96,104.95,108.1,105.28,102.3,102.7,99.19,100.95,101.01,100.74,102.53,101.6,106.63,107.45,110.56,112.34,114.42,116.95,119.81,117.4,118.84,120.94,119.56,121.3,126.7,129.9,130.8,135.25,134.66,137.55,136.92,138.72,137.0,134.44,143.32,141.01,144.93,143.2,150.5,148.03,144.4,170.54,176.4,186.34,182.72,186.68,198.89,193.55,198.78,198.18,188.44,181.98,170.93,174.1,170.67,169.13,185.23,180.45,177.5,169.02,170.29,169.1,164.47,167.97,174.82,175.8,180.36,180.71,181.95,179.9,179.95,179.13,176.0,170.35,170.25,173.43,172.17,171.0,177.99,176.95,176.76,182.0,186.31,183.9,187.45,189.15,192.11,191.78,192.97,199.23,197.4,201.4,193.45,195.08,190.64,194.5,195.62,194.33,195.38,196.0,200.97,204.65,192.5,194.54,188.69,181.94,179.27,188.76,190.02,193.69,194.38,215.55,205.99,206.47,205.26,196.96,200.76,191.97,186.66,182.85,193.6,194.7,197.83,198.51,196.5,193.3,183.37,189.15,186.0,189.29,185.95,186.13,186.7,187.78,189.1,184.21,181.01,180.44,178.33,175.3,176.7,177.13,178.81,179.27,181.18,177.97,180.7,181.68,181.05,180.64,177.95,181.76,179.95,187.73,189.24,188.78,193.69,193.09,193.0,193.47,193.27,190.1,184.58,189.33,198.58,200.42,222.9,217.82,220.22,217.99,219.5,221.91,222.05,221.85,227.23,228.62,228.4,228.0,225.47,228.97,230.81,229.18,229.68,230.56,233.61,240.34,241.21,243.16,256.96,252.73,260.96,260.46,269.43,283.2,288.73,286.79,282.39,297.1,292.85,284.72,286.99,279.82,278.59,275.0,274.26,279.0,276.09,288.07,289.67,288.0,290.9,298.9,306.28,302.5,294.34,295.04,292.1,297.3,289.39,296.25,296.4,293.39,292.51,305.34,301.24,300.0,302.1,305.57,314.05,306.37,302.39,295.01,297.74,297.41,292.14,288.12,291.6,298.0,295.55,297.5,293.6,291.96,291.3,285.89,283.36,289.8,284.88,285.51,275.91,280.99,281.24,276.16,277.57,282.55,283.48,282.24,287.39,288.23,285.91,286.51,289.0,285.89,294.83,297.28,301.75,309.0,308.73,299.52,304.02,301.0,306.15,308.41,311.5,313.0,319.5,314.95,314.22,306.68,314.22,313.63,319.95,312.69,314.14,314.79,313.31,310.61,305.2,302.0,299.9,297.5,304.96,304.0,309.99,345.8,343.37,345.78,346.28,356.6,355.27,360.24,371.86,381.7,382.41,389.98,395.1,394.25,386.67,378.36,395.12,392.12,394.38,396.2,401.8,403.49,399.17,408.65,417.04,425.78,429.82,424.46,404.26,409.2,416.94,417.0,408.7,406.16,405.3,415.0,414.63,412.5,417.04,419.11,425.34,432.2,427.86,433.55,431.77,432.15,431.86,424.34,427.98,417.27,422.52,443.9,446.0,456.87,466.41,464.42,471.27,473.72,464.31,463.06,447.3,451.17,438.7,407.38,436.03,451.26,439.54,435.0,429.23,430.57,389.03,403.82,393.62,385.31,382.99,368.48,371.2,361.95,346.64,345.33,341.27,345.67,369.86,366.44,367.15,365.61,377.3,381.27,393.2,368.56,364.28,384.3,380.91,365.02,353.93,355.39,343.5,340.93,337.14,350.77,348.61,338.8,342.34,350.01,339.75,342.35,368.62,367.09,371.71,379.94,389.19,388.74,389.53,389.9,408.2,406.49,412.41,407.08,416.42,409.0,408.63,403.45,407.93,412.57,411.01,448.9,439.4,439.63,427.74,422.91,418.63,418.47,401.08,396.35,395.03,397.6,395.11,395.7,408.31,403.42,383.54,375.93,375.99,370.61,378.78,373.28,367.85,374.21,377.35,379.08,384.55,378.28,373.8,373.54,386.84,376.18,376.58,393.24,387.75,392.19,388.34,380.9,389.83,386.62,389.1,390.85,388.03,391.06,401.58,402.76,406.75,405.71,404.01,407.99,415.6,420.04,421.52,423.38,426.05,423.44,418.51,422.09,414.0,410.33,404.63,409.75,395.01,404.28,386.14,392.82,385.02,388.2,387.37,382.0,388.0,385.11,375.6,364.98,379.56,371.5,382.82,382.8,373.88,374.4,371.5,374.11,383.48,386.39,386.31,378.1,377.73,377.64,374.44,373.08,375.61,380.78,379.21,381.49,380.99,379.87,382.1,379.39,376.72,378.26,385.0,395.15,404.3,407.48,410.0,415.46,407.1,400.3,404.98,405.58,405.5,406.3,404.08,405.13,401.9,401.29,404.97,414.7,410.22,424.8,431.56,425.02,428.56,427.76,427.7,420.3,422.99,420.23,458.99,462.28,476.28,477.49,487.68,483.9,474.82,478.06,478.76,467.5,472.23,473.77,476.95,470.35,476.5,473.78,474.9,480.7,493.43,495.0,493.25,498.4,496.54,510.97,504.5,501.37,481.13,494.24,484.19,485.98,483.0,487.4,486.96,490.23,481.94,484.92,483.85,484.69,480.25,482.64,482.51,461.72,470.0,464.18,457.5,456.52,460.0,467.12,462.1,466.0,469.0,482.5,487.69,485.45,484.43,497.2,501.99,507.55,503.39,494.52,487.98,492.5,480.79,484.45,501.0,490.93,498.0,494.0,496.49,506.0,482.61,477.5,468.1,473.82,468.05,471.65,460.68,459.15,460.0,466.0,462.8,468.47,469.84,478.69,475.75,472.83,455.0,450.41,442.67,445.11,437.02,447.47,462.69,459.22,458.0,452.57,450.11,443.23,447.86,445.65,443.25,445.79,445.3,455.61,461.45,460.55,463.55,461.87,464.55,462.1,457.76,464.05,472.14,471.3,472.98,467.09,466.06,464.0,468.45,468.46,473.8,471.26,474.5,490.52,480.1,478.61,480.0,478.1,480.07,479.15,472.19,468.65,466.22,470.12,472.14,466.13,466.15,467.04,461.83,465.48,461.96,462.0,472.46,472.03,469.53,473.0,480.82,475.15,479.7,485.0,484.5,500.56,501.0,497.91,509.75,516.75,519.75,516.2,514.02,508.71,507.09,505.38,508.19,506.18,514.01,516.96,510.98,516.42,528.98,532.73,525.0,524.88,526.02,525.49,531.06,535.56,541.25,543.0,543.79,543.61,545.86,547.91,550.3,555.04,553.89,553.46,511.9,519.01,509.3,516.98,508.74,508.53,512.92,520.23,510.5,513.72,510.05,503.0,509.75,519.34,520.8,510.18,519.54,515.72,509.0,492.02,497.44,502.46,498.94,509.96,516.0,512.61,514.43,511.53,507.84,512.36,513.1,515.02,523.4,529.36,517.86,521.28,516.99,520.53,524.06,523.2,526.53,526.52,539.27,547.0,556.34,561.0,564.0,570.4,571.73,567.0,569.97,583.38,586.25,585.09,587.11,595.0,615.11,621.36,633.64,623.98,638.47,618.49,630.45,635.41,654.56,638.67,661.25,672.71,678.68,674.03,677.77,677.51,700.69,702.79,710.51,706.99,737.56,741.13,734.6,675.78,657.74,644.99,673.28,638.57,633.94,629.59,636.48,643.77,670.0,680.2,674.8,682.11,690.75,711.0,691.01,678.31,692.73,697.8,714.99,715.99,719.94,714.0,696.31,687.51,688.0,674.16,674.21,685.83,697.88,694.99,698.99,707.07,704.93,698.57,692.87,685.26,679.69,653.94,653.0,630.04,645.01,642.7,651.14,645.9,628.97,620.76,608.36,562.03,560.71,558.8,591.81,570.97,560.47,549.19,539.01,528.67,509.07,489.43,511.14,496.86,509.41,520.52,523.39,522.5,538.35,528.31,534.94,503.51,512.85,502.06,505.95,461.2,460.13,470.5,471.87,471.51,450.95,445.25,447.69,428.88,428.83,425.26,440.01,432.67,442.98,427.99,428.98,441.11,427.32,438.43,457.46,452.59,446.0,447.46,435.64,447.74,469.9,461.73,457.01,477.03,473.04,469.13,464.96,464.07,457.16,458.13,444.4,455.63,535.21,539.39,537.57,557.94,551.29,549.02,545.88,550.83,562.21,578.31,598.49,598.86,591.0,590.27,586.2,579.0,574.75,586.23,586.49,579.0,581.43,578.55,574.63,578.52,551.95,546.96,544.96,567.94,574.79,583.47,582.5,576.5,565.33,577.08,579.75,568.06,549.56,556.24,548.76,561.49,566.5,576.35,564.51,555.35,556.98,545.36,545.14,544.97,544.1,527.68,532.47,519.58,536.51,530.88,542.3,545.99,550.76,545.0,536.5,539.0,516.28,514.04,534.16,498.35,480.88,466.72,481.61,496.7,486.49,492.09,479.3,485.5,474.56,472.51,468.12,467.59,478.37,482.0,480.15,492.47,502.0,501.6,497.7,506.99,509.84,490.43,494.72,482.92,491.5,486.11,483.46,473.73,472.49,469.75,476.77,468.73,460.0,445.49,452.02,423.17,424.47,408.35,430.21,424.0,425.96,438.48,422.64,461.0,454.13,433.25,430.34,438.84,428.0,419.51,395.98,411.15,409.79,397.35,373.98,373.33,330.16,344.52,313.16,355.79,393.53,354.65,332.76,378.96,379.75,372.39,356.99,353.65,326.47,334.81,339.05,365.79,368.46,356.16,357.58,353.44,362.15,339.97,333.12,328.0,308.69,302.05,291.77,303.25,303.0,301.57,295.39,274.89,262.51,269.26,268.68,280.28,290.58,286.68,269.73,269.85,276.53,271.02,289.99,297.69,309.24,304.17,295.71,314.01,314.52,318.64,316.7,310.99,308.56,300.43,301.48,304.07,300.22,300.8,304.2,308.6,321.0,332.98,328.32,318.28,327.5,316.31,311.77,310.0,297.57,305.02,299.14,288.35,298.04,309.27,324.85,326.45,337.98,344.54,344.69,334.29,342.57,340.07,340.91,356.46,371.28,375.98,358.95,353.16,362.19,346.51,347.24,357.47,338.05,347.0,331.02,342.15,345.96,332.95,333.33,330.07,323.16,316.48,307.22,299.98,298.25,310.1,317.54,326.1,325.99,320.18,334.81,331.68,330.3,333.56,346.5,350.4,353.13,350.0,342.55,348.93,343.78,363.31,364.5,367.0,362.6,363.5,369.5,371.33,376.94,367.1,381.5,386.02,386.15,376.17,381.75,387.51,386.05,384.34,383.75,385.97,395.76,395.03,398.17,399.98,406.79,404.1,402.85,402.8,410.01,394.09,388.8,391.1,394.73,396.1,402.09,396.3,396.66,391.95,405.64,408.68,412.11,418.73,426.25,426.0,435.3,445.07,439.5,438.58,436.23,431.77,426.86,421.5,419.31,416.19,415.68,418.21,416.95,406.65,408.74,407.0,413.68,426.0,424.0,424.2,415.41,406.5,408.24,400.0,406.12,409.58,416.17,423.71,429.66,436.68,433.0,429.88,430.94,428.0,428.68,435.81,446.04,441.0,437.23,442.61,449.98,448.74,449.37,456.0,454.3,455.67,455.14,453.67,455.41,462.15,462.78,451.5,445.1,439.99,452.0,465.54,467.35,469.13,472.76,468.58,469.26,459.79,459.68,455.82,455.82,457.57,464.29,459.06,466.65,470.4,470.51,475.08,479.8,490.57,496.77,487.74,500.92,500.78,500.47,494.29,494.84,499.53,500.0,493.0,483.74,487.65,491.7,499.0,519.57,516.65,523.42,524.39,532.46,533.75,547.33,552.69,551.64,549.91,550.0,555.25,555.75,550.97,547.87,543.01,550.0,537.08,530.01,540.8,543.49,547.72,555.45,562.73,570.48,569.56,569.29,575.0,574.87,576.65,573.77,569.5,576.49,582.52,586.41,572.0,580.63,588.13,591.0,589.04,593.02,584.21,583.5,587.5,590.44,594.68,595.35,593.3,598.6,596.44,596.03,597.61,601.34,603.5,612.93,621.66,624.74,618.5,624.75,626.95,627.18,625.86,609.4,592.0,604.46,597.65,576.49,583.9,593.34,581.2,585.98,583.44,564.5,546.59,537.97,541.27,544.49,538.49,534.6,534.96,528.67,537.0,528.4,532.5,539.54,534.07,533.32,532.97,536.87,542.0,537.54,540.53,547.35,543.0,533.98,527.12,527.42,529.2,535.48,542.36,546.5,561.35,564.78,559.85,563.76,574.26,588.14,566.68,561.83,568.3,564.72,566.23,556.11,557.04,545.51,559.02,565.27,563.0,562.83,565.05,571.35,570.9,569.46,567.3,563.32,567.49,567.35,572.53,590.06,592.17,563.0,548.75,554.17,556.46,552.0,547.25,544.97,528.95,532.1,533.37,531.13,526.5,526.52,500.98,508.75,499.97,513.97,515.67,512.04,516.5,509.77,506.78,510.0,496.26,485.07,469.06,480.73,468.15,482.07,484.95,492.74,480.43,486.68,495.11,499.72,499.06,487.85,487.22,480.37,482.5,494.48,483.08,496.17,503.45,502.51,499.9,489.9,486.89,479.66,477.06,472.59,463.44,454.96,445.29,441.62,444.0,438.31,453.55,471.96,472.37,482.25,489.88,491.73,469.12,461.01,461.03,484.0,483.23,480.77,489.09,490.58,494.94,485.95,479.65,488.99,490.5,492.18,505.89,505.4,502.25,502.35,497.73,483.94,489.0,483.68,488.53,490.44,481.01,467.97,461.5,457.7,450.0,456.06,452.56,459.15,450.11,454.98,462.84,470.52,464.5,465.19,477.83,479.02,480.9,482.01,479.95,479.95,483.75,492.5,509.68,512.86,514.61,521.74,528.85,533.48,527.85,529.16,530.0,524.95,528.38,539.26,536.21,532.77,538.48,540.12,547.0,544.18,599.27,600.55,608.85,608.14,611.51,611.92,615.59,613.1,615.77,620.05,617.07,615.73,618.67,617.5,624.64,623.18,624.02,630.0,622.08,619.7,613.99,603.08,592.76,585.0,589.0,597.0,587.47,587.01,587.31,590.46,589.17,574.32,563.0,568.66,569.45,580.57,591.27,591.97,593.88,593.14,597.12,597.09,594.2,592.85,591.0,594.65,598.57,604.0,605.34,602.74,602.05,602.0,598.0,596.74,596.48,605.62,600.07,610.68,615.91,614.8,617.71,619.35,616.97,617.4,626.06,642.12,632.21,639.58,607.57,608.2,620.33,617.89,619.07,603.6,604.49,611.0,609.48,610.15,610.16,614.93,616.87,613.9,613.79,623.34,627.32,625.63,621.25,626.0,620.03,610.33,611.39,611.86,610.0,617.78,599.8,606.38,608.33,600.55,592.93,591.0,585.44,578.22,572.8,557.5,568.01,564.48,564.64,570.22,577.27,575.19,585.43,586.88,582.07,576.0,584.38,583.0,588.76,593.0,581.08,572.18,575.73,584.89,576.2,575.0,575.51,575.19,545.29,526.42,529.95,525.9,527.49,525.25,526.52,538.0,538.06,540.0,545.7,537.13,535.17,533.86,538.15,535.0,540.0,540.14,535.24,534.61,526.31,515.43,529.54,532.73,531.8,516.6,520.37,519.67,517.7,518.48,525.0,528.04,527.57,522.0,523.54,522.89,516.53,520.0,514.08,510.0,508.15,505.03,502.81,506.18,485.0,487.19,491.45,482.13,480.68,474.0,484.02,496.54,501.99,506.74,525.3,533.5,541.0,532.95,528.18,528.16,537.0,539.12,597.5,592.49,596.14,602.18,594.03,605.39,613.36,618.05,617.18,605.19,604.23,611.22,606.0,594.27,594.5,582.54,562.98,561.0,561.38,553.82,569.5,553.43,552.43,540.03,523.47,499.34,504.0,503.5,519.33,530.38,519.99,534.56,538.19,544.74,540.75,524.47,510.8,530.45,533.8,531.4,517.96,532.0,532.59,535.5,544.8,540.35,549.4,547.69,526.25,516.56,527.25,538.2,541.5,536.04,520.21,509.85,490.03,496.35,507.5,516.83,525.18,533.46,548.13,550.03,599.47,583.72,580.19,587.34,581.9,589.51,586.72,593.1,589.55,598.42,594.52,595.09,580.1,584.9,587.0,593.5,593.32,609.0,604.26,605.93,601.3,608.0,612.8,612.08,610.05,602.0,587.76,580.0,575.35,565.19,579.37,587.88,597.95,600.0,617.05,627.64,622.99,621.68,621.04,618.0,621.88,628.76,621.85,622.52,624.32,628.01,628.0,630.01,627.95,632.0,632.05,642.75,641.49,642.02,652.94,665.03,662.13,659.15,646.5,629.75,623.5,631.22,626.26,631.98,626.63,640.99,590.53,586.0,586.32,577.51,571.98,570.78,578.05,583.0,584.94,584.87,590.66,595.01,607.15,608.64,612.02,607.88,610.5,611.54,612.93,602.82,604.97,603.87,611.96,607.0,607.35,606.59,610.0,618.6,622.26,622.0,620.43,608.05,609.05,610.04,607.95,600.0,608.75,615.0,616.6,620.89,623.12,630.92,634.61,638.5,646.6,645.0,647.03,652.03,653.44,651.75,640.77,645.41,638.45,632.24,628.48,633.52,633.97,642.35,647.55,623.0,608.56,608.05,605.69,604.25,592.9,598.24,604.0,610.91,615.02,612.99,603.79,601.2,609.62,605.92,595.0,605.53,606.82,612.96,610.35,600.78,605.35,617.96,633.83,625.1,600.51,613.44,601.65,609.16,601.0,595.81,588.16,588.72,571.79,570.22,575.45,576.48,587.6,575.85,584.21,569.77,561.72,561.3,560.34,562.62,573.59,579.81,579.84,568.0,567.33,562.76,567.7,565.9,574.96,581.82,580.01,588.76,592.45,584.95,590.19,576.3,567.12,572.15,576.37,578.43,576.98,586.14,608.76,600.48,615.0,608.32,615.0,618.89,636.05,628.26,637.3,625.51,640.0,639.61,641.79,639.05,644.51,638.59,647.42,659.25,670.28,667.51,674.12,675.5,673.11,667.38,674.27,675.6,662.99,665.0,677.37,684.24,684.0,684.55,680.0,685.96,700.0,709.76,697.96,689.41,693.09,709.6,708.11,707.78,717.5,724.47,732.21,731.0,753.05,749.85,759.95,754.15,759.05,765.2,755.72,762.75,770.71,761.0,759.67,741.86,752.9,751.85,741.94,740.13,743.95,755.54,705.58,681.01,672.01,686.8,680.0,676.5,679.86,679.5,694.79,684.5,685.48,675.0,670.2,654.65,663.75,663.0,660.66,650.0,645.99,655.7,669.51,668.99,669.97,666.44,660.17,668.01,687.78,691.31,702.24,695.0,692.15,687.59,695.0,685.39,690.0,699.23,715.92,699.17,705.5,716.6,720.71,723.26,713.97,714.51,708.07,707.14,701.69,700.0,719.42,724.93,729.34,735.45,735.54,732.27,742.83,742.0,737.0,719.33,722.4,717.71,710.36,704.66,735.99,741.24,750.77,751.76,746.75,753.74,750.51,758.2,767.69,761.13,759.07,769.7,780.13,778.4,781.75,780.13,779.73,787.4,795.99,805.3,798.0,799.26,802.3,795.0,794.8,801.1,797.8]},\"selected\":{\"id\":\"1183\"},\"selection_policy\":{\"id\":\"1182\"}},\"id\":\"1133\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"1157\",\"type\":\"ResetTool\"},{\"attributes\":{},\"id\":\"1139\",\"type\":\"DataRange1d\"},{\"attributes\":{\"data\":{\"aapl_dates\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[3270]},\"close\":[31.68,29.66,31.12,30.56,29.87,29.66,29.72,30.57,29.5,27.78,28.26,29.56,30.39,29.91,32.81,35.06,34.36,33.72,33.93,33.83,33.05,30.57,33.02,32.41,30.95,31.7,30.44,32.03,30.39,29.04,26.56,27.67,27.2,30.12,30.85,29.45,28.9,29.3,31.2,29.5,30.82,30.16,30.22,28.66,27.98,26.91,27.5,26.77,25.64,24.15,25.0,26.17,24.56,25.7,24.65,24.5,22.85,21.87,20.86,21.32,21.22,21.0,21.29,20.42,21.67,22.5,22.2,22.58,23.48,23.05,23.28,22.17,22.98,21.99,22.46,22.17,23.49,24.62,27.05,26.14,25.14,26.32,25.16,26.47,24.92,25.47,25.92,25.11,25.19,26.47,27.78,27.69,28.63,27.47,28.05,28.35,27.84,25.62,26.81,26.04,23.68,24.34,24.34,25.29,23.49,24.71,23.98,22.98,23.34,23.04,23.31,22.73,23.1,23.13,23.19,22.88,22.7,23.58,25.01,24.31,24.56,25.14,26.41,27.28,27.63,28.23,28.78,28.93,29.63,30.85,30.36,28.42,30.15,28.63,28.42,28.08,28.2,27.65,26.86,29.5,29.15,29.69,27.57,25.38,26.02,25.01,23.8,26.02,12.52,11.79,10.85,11.49,10.73,10.79,10.58,10.15,9.54,9.73,10.73,10.45,9.78,9.78,9.21,9.48,9.91,9.18,9.0,9.0,9.03,9.39,9.51,9.97,10.85,10.82,10.43,10.36,9.75,9.82,9.27,9.42,9.85,9.66,9.24,9.0,9.21,9.15,9.0,9.39,9.09,8.77,8.54,8.02,8.3,8.12,8.27,6.96,6.96,7.32,7.39,7.48,7.29,7.02,6.84,6.93,6.81,6.99,6.84,7.29,7.14,7.2,7.2,7.24,7.24,7.96,8.3,7.96,8.05,8.36,8.05,8.75,8.36,8.33,8.17,9.09,9.48,9.36,9.97,9.97,9.7,9.51,10.55,10.58,10.51,10.27,10.03,9.82,10.27,10.09,10.09,9.3,9.57,9.3,9.48,9.75,9.24,8.9,9.18,9.15,9.15,9.48,9.42,8.87,9.12,9.36,9.91,10.45,10.33,10.12,9.85,9.05,9.51,9.94,9.57,9.54,10.0,9.57,9.78,10.51,11.18,10.59,11.12,10.78,10.96,10.73,10.5,9.84,9.48,10.15,10.01,9.99,10.72,10.6,10.9,10.43,9.92,11.08,12.51,12.18,11.79,11.69,12.02,12.01,12.74,12.4,12.61,12.93,12.14,12.52,12.14,11.95,11.66,11.18,11.11,11.33,11.27,11.72,11.45,11.44,11.46,11.43,11.3,11.28,11.07,10.44,9.62,9.7,10.16,10.05,10.18,10.08,10.53,10.37,9.74,9.88,9.95,9.67,9.94,9.89,9.82,10.54,10.94,10.82,11.67,11.55,11.35,11.45,11.31,11.62,11.59,11.28,10.71,11.04,10.28,10.96,11.85,12.08,11.65,12.21,10.11,9.71,9.72,9.5,9.28,8.98,9.04,9.22,9.21,9.14,9.27,9.64,9.48,9.3,9.36,9.19,9.26,9.25,9.28,9.11,8.97,9.07,8.79,8.81,8.71,8.86,8.66,9.03,9.2,8.95,8.67,8.67,9.02,8.87,9.02,8.62,8.4,8.45,8.26,7.92,8.28,7.62,7.65,8.0,7.56,7.37,7.54,7.54,7.56,7.32,7.28,7.72,7.85,7.88,7.78,8.18,8.63,8.76,8.75,8.76,8.26,8.75,8.9,9.25,8.82,9.21,9.33,9.08,8.57,8.56,8.54,9.04,9.03,9.27,9.52,9.53,9.1,9.1,9.12,9.42,9.54,9.46,9.22,9.73,9.5,9.57,9.65,10.39,10.21,9.98,9.93,10.36,10.24,10.89,11.55,11.08,10.96,10.96,10.59,10.45,10.21,9.92,10.03,10.22,10.51,10.05,10.21,10.39,10.45,10.73,10.91,10.65,11.33,11.47,11.52,11.14,10.99,10.53,10.32,10.24,10.28,10.55,10.1,10.93,10.78,10.61,11.19,11.29,11.31,11.32,11.22,11.71,12.02,11.87,12.33,12.38,12.0,11.82,11.69,12.15,12.02,12.16,11.96,11.62,11.0,11.25,10.45,11.06,11.58,11.51,10.68,10.55,11.4,11.81,11.44,11.7,11.86,11.99,12.19,12.02,11.91,11.88,12.13,12.03,12.08,12.12,11.8,11.71,11.35,11.41,11.41,11.51,11.89,11.7,11.55,12.11,12.03,11.94,11.72,11.99,12.09,12.19,12.16,12.52,12.7,12.36,12.15,11.93,11.79,11.56,11.73,11.19,11.65,11.8,11.66,11.52,11.43,11.01,10.93,11.85,11.76,11.34,11.64,12.45,12.29,12.26,12.16,12.03,11.41,11.83,12.24,11.74,11.66,11.66,11.77,11.33,11.14,11.08,11.05,10.78,10.41,10.45,9.95,9.77,9.5,9.77,9.99,9.8,8.33,8.32,8.19,8.4,8.33,8.05,8.3,8.62,8.3,8.24,8.53,9.11,8.76,8.52,8.42,8.9,8.51,8.86,8.68,7.6,7.29,7.27,7.26,7.04,7.39,6.98,6.97,7.3,7.5,7.42,7.2,7.03,6.8,7.17,7.31,7.44,7.29,7.29,7.09,7.38,7.59,7.69,7.77,7.74,7.84,7.77,7.65,7.55,7.22,7.15,7.15,7.17,6.83,7.04,6.9,6.99,6.99,6.97,6.95,6.88,6.89,7.05,7.2,7.3,7.09,7.23,7.22,7.12,7.26,7.15,7.16,7.05,7.06,6.89,6.95,6.82,6.7,6.65,6.61,6.86,7.06,7.18,7.37,7.08,6.86,6.97,7.08,7.15,7.24,7.14,7.5,7.59,7.51,7.77,7.81,7.96,8.21,8.22,8.37,7.78,7.7,7.37,7.61,7.58,7.93,7.76,7.61,7.43,7.55,7.95,7.79,7.77,7.49,7.64,7.54,7.38,7.37,7.28,7.11,7.27,7.17,7.43,7.53,7.39,7.19,7.22,7.33,7.09,6.91,6.88,7.05,6.98,7.0,6.84,6.84,6.97,7.2,7.25,7.25,7.22,7.08,7.14,7.16,7.11,7.1,7.02,7.11,6.86,6.82,6.75,6.89,6.71,6.87,7.09,7.26,6.96,6.98,7.13,7.1,7.03,7.02,6.88,6.98,6.98,7.0,7.07,7.13,7.43,7.22,7.18,7.29,7.17,7.3,7.05,7.23,7.3,7.12,7.08,7.11,7.08,7.07,6.99,6.92,6.91,7.16,7.19,7.3,7.29,7.27,7.25,7.29,6.99,7.08,7.01,7.05,7.09,6.88,6.89,7.1,7.03,7.01,7.05,7.03,6.9,6.99,6.42,6.6,6.51,6.44,6.38,6.39,6.57,6.6,6.54,6.49,6.74,6.84,6.91,6.98,7.03,7.82,8.51,8.58,8.75,8.9,9.03,9.08,9.02,9.11,9.14,8.8,8.65,8.68,8.87,8.91,9.18,8.89,8.8,8.73,8.49,8.42,8.56,8.58,8.34,8.16,8.35,8.49,8.64,8.47,8.88,8.85,9.3,9.31,9.34,9.27,9.13,9.28,9.38,9.11,9.27,9.28,9.37,9.3,9.66,9.92,9.67,9.52,9.65,9.68,9.54,9.66,10.16,10.14,10.02,10.11,10.11,9.97,10.47,10.21,10.08,9.86,10.25,10.08,10.31,9.91,9.55,9.69,9.55,9.56,9.58,9.81,9.71,9.58,9.89,9.88,10.22,10.54,10.15,10.14,10.24,10.45,10.79,10.99,11.11,11.16,11.1,10.94,11.06,10.88,10.79,10.97,11.23,10.8,10.87,10.76,11.13,10.98,10.74,10.91,10.37,9.93,10.06,10.36,10.08,10.11,10.0,10.55,10.84,11.29,11.21,11.4,11.52,11.84,11.94,12.07,11.31,11.06,11.29,11.27,11.07,11.18,10.99,10.99,11.53,11.52,11.23,11.13,11.26,11.14,11.2,11.24,10.94,10.65,10.47,10.86,10.9,10.44,10.28,9.92,9.93,9.91,9.86,10.28,10.06,10.08,10.17,10.56,10.47,10.23,10.28,10.14,10.24,9.94,9.91,10.31,10.16,9.81,9.78,9.67,9.74,9.58,9.65,9.63,9.92,10.1,10.28,10.35,10.39,10.35,10.78,10.74,10.98,11.36,11.18,11.54,11.73,11.77,11.11,11.05,11.05,10.99,10.79,10.97,11.19,11.22,10.95,11.03,10.97,10.85,10.82,10.6,10.9,11.04,11.02,11.17,11.57,11.54,11.18,11.26,11.31,10.93,10.89,10.79,10.87,11.09,11.2,11.63,11.68,11.58,11.63,12.23,13.0,12.64,13.18,13.46,13.2,13.4,12.86,12.56,12.74,12.48,12.58,12.58,12.3,12.4,13.07,13.15,13.57,13.58,13.15,13.18,13.37,13.77,13.53,13.28,13.39,13.64,13.1,12.95,14.25,14.19,13.79,13.48,13.48,13.51,13.47,13.19,13.1,12.86,13.02,12.54,12.68,12.71,12.96,12.93,12.97,12.78,13.2,13.28,13.22,13.16,12.95,13.16,12.87,12.99,13.18,13.29,13.82,13.86,13.7,13.64,13.64,14.06,13.81,14.0,14.5,14.76,14.69,14.95,14.65,14.92,15.92,15.95,16.0,15.72,16.05,16.39,16.13,16.39,15.8,15.8,15.82,15.71,15.11,15.05,14.78,14.66,14.6,14.17,14.21,14.38,16.01,15.66,15.55,15.66,15.38,15.41,14.93,15.2,15.77,15.69,15.87,15.73,15.36,15.22,15.46,15.26,14.48,14.73,15.33,15.08,14.77,15.0,14.97,15.01,15.43,14.93,14.98,15.11,15.54,16.07,16.85,16.7,16.59,16.77,17.44,17.34,17.13,17.39,17.68,17.36,17.44,17.31,17.26,17.12,17.68,18.06,18.34,18.48,17.95,18.12,18.13,18.25,18.5,18.81,18.84,18.8,18.86,19.14,19.76,19.27,18.99,18.77,18.62,19.33,21.87,22.13,23.22,23.06,23.08,23.31,23.05,23.12,23.33,24.46,25.38,25.48,25.51,26.02,26.9,26.48,26.61,26.44,26.28,26.62,26.89,26.99,26.86,26.72,26.7,26.93,26.83,29.83,29.79,31.15,31.39,33.28,32.6,32.96,31.71,30.48,31.99,30.58,30.77,31.12,31.68,31.56,31.75,31.73,32.39,31.6,30.5,30.97,31.0,31.13,30.71,31.21,31.34,31.51,31.32,30.78,31.09,31.36,31.39,33.67,33.53,31.39,31.83,33.94,34.14,34.36,33.98,34.26,34.28,34.41,35.04,35.13,35.32,35.97,37.39,37.7,38.72,37.84,38.34,38.39,39.34,38.29,38.1,39.49,41.15,42.99,43.83,42.7,42.21,41.47,42.9,43.24,43.27,43.63,43.28,42.91,40.64,41.63,41.58,39.42,38.27,38.74,39.16,39.21,39.84,40.05,41.09,41.78,42.5,41.65,41.38,41.33,41.36,40.6,41.63,40.53,39.77,39.96,40.74,41.17,42.36,42.54,40.77,41.49,39.91,36.24,34.38,34.64,36.07,34.54,36.16,34.53,35.97,35.2,34.96,34.56,35.07,35.43,35.22,36.13,35.67,36.22,35.96,35.42,34.63,33.19,33.82,34.57,34.39,34.86,36.52,36.52,38.67,38.61,38.69,39.62,39.45,38.67,39.19,38.94,37.19,36.88,35.54,35.91,36.62,34.83,34.91,35.01,36.11,36.94,37.26,36.58,36.82,37.49,37.82,36.72,36.08,36.29,35.37,35.8,35.5,36.94,36.36,36.6,37.2,37.05,37.19,37.3,39.63,40.41,40.35,42.0,42.43,42.1,42.79,42.61,42.43,42.78,42.6,41.48,41.58,42.0,42.03,41.54,41.81,41.48,42.62,42.19,42.79,44.83,46.37,44.98,45.86,45.03,44.57,44.61,44.48,44.51,44.8,44.48,44.58,45.29,45.6,44.99,44.95,47.46,47.34,48.41,49.9,49.99,49.43,48.25,48.5,49.8,51.2,51.73,50.68,50.48,51.74,52.36,51.97,49.68,50.9,52.14,52.95,52.27,51.33,50.28,49.89,48.99,50.17,47.9,52.27,52.52,51.97,50.78,53.43,54.6,54.13,55.23,54.56,55.46,53.89,52.97,56.01,55.92,58.3,60.15,59.47,58.58,58.26,58.46,59.5,59.85,59.76,60.57,63.17,62.75,62.79,63.18,64.69,65.27,67.44,67.75,66.23,65.96,69.63,70.64,69.85,72.02,71.92,72.05,72.29,72.85,72.92,70.03,70.2,69.16,69.42,70.13,71.48,71.99,71.34,72.19,71.55,69.49,69.92,72.7,72.91,72.34,74.21,73.96,78.64,81.6,81.98,83.24,82.38,80.23,76.87,74.0,75.54,73.95,72.16,70.34,70.05,72.94,73.44,73.35,70.12,69.88,65.45,65.74,66.92,63.17,65.46,62.93,65.78,67.32,68.63,68.36,67.18,69.36,69.78,69.5,69.04,66.61,67.2,67.7,65.86,63.68,64.49,63.86,62.18,61.46,63.88,65.47,64.41,62.54,62.89,62.23,60.11,59.98,58.51,58.31,57.88,57.1,60.62,61.03,61.0,60.93,59.49,65.37,69.28,67.87,66.79,66.12,64.88,64.65,63.03,64.4,63.85,65.77,65.2,63.95,64.35,66.28,67.46,68.46,67.69,69.65,69.19,69.18,69.92,69.92,69.08,68.66,66.28,65.84,65.93,63.2,63.47,61.45,62.74,61.64,61.42,61.6,62.56,61.81,59.54,58.13,60.46,59.97,58.35,58.08,56.95,59.09,57.61,55.44,56.73,56.03,57.75,55.98,55.63,55.89,56.27,57.94,57.22,57.37,55.85,54.48,57.35,55.7,56.36,55.44,54.24,53.88,53.49,54.12,51.51,50.82,49.28,50.93,51.45,52.62,58.84,59.05,59.73,60.23,62.12,61.66,63.79,66.09,65.34,66.29,67.68,66.43,65.37,63.0,61.84,62.31,61.9,62.19,64.63,66.11,65.73,66.05,64.73,65.76,65.46,65.95,66.86,65.14,64.66,65.12,65.99,66.5,69.52,68.11,70.8,70.53,70.51,70.64,72.16,72.13,72.07,71.86,71.75,73.19,72.6,71.0,73.67,75.48,74.31,74.9,74.87,72.81,72.05,73.31,72.78,72.18,72.58,71.78,71.22,73.19,72.96,73.33,72.25,72.48,76.82,77.76,79.22,78.83,79.44,79.93,78.2,78.21,78.85,76.99,76.81,76.14,77.52,78.3,80.19,81.05,80.84,82.03,82.67,81.74,83.26,83.49,84.1,86.17,87.83,89.12,87.08,89.29,89.28,89.14,88.81,88.62,88.76,87.36,84.65,85.84,86.31,83.78,86.61,86.12,85.31,83.12,83.94,82.43,80.62,79.94,79.27,79.28,78.65,82.51,81.5,83.31,82.72,83.12,90.03,94.34,93.17,92.02,94.43,92.34,86.63,86.07,84.41,83.35,84.32,83.88,83.04,83.58,83.2,83.38,82.41,82.42,81.64,81.84,83.79,83.81,80.98,82.55,82.38,82.96,82.87,82.5,83.54,86.75,87.05,86.63,86.08,81.63,82.29,84.67,83.07,83.95,85.77,85.31,85.58,85.56,87.4,85.97,87.53,87.11,87.13,88.63,88.97,91.29,91.38,90.95,93.22,92.84,90.68,91.18,90.36,91.08,91.91,91.68,92.08,91.08,91.66,90.05,89.66,87.76,88.92,87.87,87.92,87.79,88.47,90.94,90.68,92.73,96.13,97.18,97.06,96.74,97.63,97.64,98.04,101.07,102.18,103.95,104.39,105.76,106.36,104.57,104.39,106.44,107.0,108.91,110.42,109.79,107.65,110.5,111.21,115.51,117.86,115.15,118.0,119.3,120.25,120.66,121.07,116.89,117.08,114.27,115.49,117.19,121.66,120.27,118.21,120.5,119.62,118.98,116.37,118.54,117.25,118.69,117.93,123.68,129.11,128.67,126.75,128.72,128.76,130.39,133.95,134.31,135.1,134.33,136.16,139.8,139.76,131.19,133.49,141.99,139.9,137.55,128.14,131.29,132.74,128.23,131.54,131.32,130.33,122.92,121.57,124.28,120.63,116.61,113.84,118.71,118.87,124.07,128.87,127.47,131.59,128.62,123.34,130.4,132.51,134.68,140.2,133.01,131.3,128.15,132.96,131.77,133.09,133.43,135.0,134.61,137.05,136.91,136.46,140.19,144.21,148.98,148.58,150.26,149.26,152.05,154.1,153.59,151.95,157.02,163.3,163.25,162.21,157.78,162.66,162.4,164.93,168.01,168.74,165.74,169.57,181.05,180.83,177.76,179.63,180.01,181.87,184.74,182.3,182.71,181.07,186.53,181.19,170.65,160.83,149.54,165.3,161.55,159.79,161.82,159.45,164.22,163.84,166.83,167.8,170.01,175.27,179.23,177.22,173.95,174.87,180.41,184.74,188.97,188.88,183.37,185.62,186.56,185.16,179.34,177.96,178.09,182.07,188.59,193.34,193.49,193.12,194.35,192.64,189.49,189.58,175.11,172.76,166.55,174.48,173.13,167.95,173.87,164.4,155.26,156.47,156.93,151.37,135.25,131.88,126.44,126.44,127.93,128.55,131.64,130.08,128.04,125.81,118.65,117.91,122.04,125.9,121.43,125.85,123.96,121.21,118.83,120.42,118.2,116.18,116.45,115.88,119.59,126.34,121.59,118.39,121.2,121.07,117.61,118.89,116.4,123.85,122.57,124.43,123.13,123.25,129.17,126.11,129.61,135.7,137.11,141.08,136.4,139.08,139.56,145.43,143.44,147.45,148.88,151.61,148.64,147.28,150.31,143.1,143.72,144.31,149.48,150.25,156.62,163.54,155.8,158.42,164.3,165.07,167.51,170.25,169.18,175.06,175.97,179.66,181.54,177.58,179.98,178.41,183.0,184.75,181.15,184.52,182.47,178.56,180.8,173.3,172.19,176.2,181.31,181.88,181.57,183.57,180.99,180.28,180.11,184.23,180.54,176.63,180.54,175.85,168.5,167.64,171.99,176.45,173.84,175.93,170.46,168.41,168.49,172.52,163.64,165.42,162.84,169.89,163.56,165.45,170.35,174.62,169.47,171.78,167.84,169.11,164.98,168.07,167.09,160.62,161.73,157.57,161.7,154.67,157.67,150.16,152.77,155.49,154.59,152.36,149.02,156.23,159.68,159.08,164.9,168.8,171.88,174.38,174.4,170.92,170.58,168.77,171.01,169.51,171.94,167.81,168.87,169.88,168.97,164.88,161.63,162.38,156.79,155.78,153.59,147.52,147.45,148.46,144.85,136.51,136.04,124.32,130.41,137.04,127.45,123.36,125.18,128.31,124.72,102.37,110.54,106.12,97.35,94.41,95.45,86.71,87.33,86.3,94.14,107.23,101.22,95.26,99.09,94.73,95.74,88.98,94.21,95.53,93.73,89.56,97.17,101.68,107.99,104.64,104.02,107.94,100.46,96.38,95.54,93.25,92.17,87.65,93.79,87.76,85.72,87.44,83.92,78.28,80.31,90.4,88.31,92.39,90.13,86.49,89.93,93.27,88.9,91.42,96.98,97.31,95.51,92.39,95.57,92.15,92.81,86.71,86.98,87.53,83.39,84.01,82.71,83.45,84.23,83.92,83.01,88.26,91.98,90.47,88.51,90.16,88.09,86.23,85.3,82.99,81.09,80.07,76.05,80.56,85.93,85.93,87.18,88.24,91.61,90.45,87.66,89.0,90.43,90.98,93.81,96.98,99.7,95.14,94.16,96.55,96.44,91.94,91.78,88.15,88.7,84.56,87.77,88.66,86.74,86.86,85.53,85.94,88.67,86.4,82.96,80.83,86.2,90.14,93.71,93.3,92.8,96.92,98.73,98.83,98.8,104.71,103.58,103.57,106.85,103.92,101.62,102.23,105.71,109.62,112.81,115.2,111.84,113.13,116.29,116.92,115.06,114.41,118.12,120.03,117.19,118.42,118.17,121.96,120.5,121.31,120.5,121.71,122.38,123.75,128.45,129.07,128.86,125.52,125.64,126.01,121.01,116.21,119.58,119.06,123.17,123.95,122.42,120.77,119.14,127.19,129.4,131.36,132.08,135.53,135.66,137.08,139.79,140.7,139.9,138.8,136.4,136.11,133.21,132.35,132.61,131.86,132.15,135.65,133.6,130.33,132.48,136.02,138.53,138.07,138.52,138.91,136.18,134.81,131.68,133.45,132.62,134.72,138.43,138.37,142.85,143.47,147.58,148.71,147.35,152.44,153.49,155.6,155.71,155.61,155.64,158.32,158.91,161.86,161.01,160.58,159.41,160.97,160.2,158.36,160.77,163.8,162.2,155.21,159.5,160.08,161.76,164.58,164.42,164.75,162.82,164.8,165.38,163.59,160.76,160.65,161.98,165.64,168.18,166.44,167.82,167.43,168.95,170.35,176.88,179.48,179.94,178.97,179.42,180.41,178.77,177.36,181.04,180.29,180.26,175.9,179.83,180.91,184.79,185.03,184.08,185.24,185.57,184.8,186.04,185.33,182.89,184.65,193.3,199.3,199.57,198.34,196.92,191.95,187.12,190.96,183.33,184.11,183.57,185.57,188.7,189.01,195.93,197.41,197.67,196.45,198.84,200.96,201.32,200.31,195.01,194.43,200.23,198.83,198.59,195.08,194.42,191.56,190.84,191.09,188.01,183.76,184.66,192.37,191.04,189.33,191.57,188.84,189.68,186.59,190.07,192.79,194.86,196.55,203.3,205.8,203.36,205.83,204.95,208.14,208.5,205.18,204.8,206.16,204.34,202.02,204.87,203.68,200.28,209.14,205.92,202.36,192.32,197.5,200.29,202.17,193.82,186.79,189.39,190.48,193.76,186.78,190.1,188.79,190.81,189.76,193.22,194.88,197.82,196.99,197.36,196.13,194.92,191.65,195.15,196.46,199.0,203.25,203.12,203.58,204.93,212.94,213.07,216.9,218.67,219.31,220.38,217.7,218.29,217.97,218.48,216.15,218.58,222.09,223.07,220.43,224.56,226.01,229.38,228.55,229.49,231.94,232.97,234.0,233.36,235.15,235.64,235.78,238.95,242.09,240.61,240.29,237.88,252.11,259.16,263.4,262.1,254.85,254.42,261.27,253.92,259.04,251.58,248.96,239.49,229.39,247.02,249.48,254.9,251.27,246.85,247.24,245.43,241.52,231.23,235.67,239.99,238.49,237.41,246.4,249.83,253.67,256.71,255.9,248.93,244.05,242.49,236.52,243.63,246.55,247.3,252.56,259.91,264.41,266.55,262.75,266.33,263.53,261.62,259.38,260.94,249.14,244.63,241.66,240.16,241.81,251.57,251.01,252.49,250.23,244.89,245.79,244.55,243.04,238.84,244.98,247.26,251.91,252.81,252.16,256.83,253.8,251.03,250.19,254.66,254.74,255.76,254.52,252.95,254.57,252.29,243.32,244.88,242.26,240.84,245.05,246.12,243.02,242.79,239.05,233.34,236.22,233.69,234.99,235.84,236.43,243.46,245.25,251.67,250.73,255.7,255.85,256.18,259.71,260.7,262.8,268.98,267.81,275.46,275.98,279.85,280.99,284.3,283.17,278.99,279.48,275.96,274.77,270.99,281.01,281.25,281.28,286.0,287.25,290.35,291.9,294.01,306.1,309.27,301.0,302.01,301.02,299.03,300.36,299.59,299.38,296.86,292.72,295.83,300.87,304.21,309.53,308.43,309.87,307.4,309.3,307.96,299.58,298.61,293.31,292.25,299.96,298.31,304.76,300.26,306.16,306.35,308.17,302.61,307.72,309.42,308.73,311.36,309.48,312.2,310.98,311.76,312.84,311.5,311.57,312.43,311.81,313.37,315.3,316.24,314.72,315.77,316.54,316.36,314.78,313.71,320.52,322.2,324.83,324.57,326.89,333.05,332.26,334.97,336.19,338.92,331.3,329.54,323.55,317.75,328.19,332.03,334.41,333.79,326.88,330.01,335.56,334.87,334.01,336.99,342.22,345.45,348.33,344.81,347.06,349.32,350.02,353.16,348.47,340.94,329.32,333.22,333.47,338.6,343.52,339.72,342.46,349.69,350.12,345.61,346.0,342.8,337.15,342.33,343.86,335.95,320.95,325.46,321.59,329.99,331.84,329.88,335.5,341.89,340.82,341.33,339.06,338.94,335.1,331.83,329.59,328.76,328.8,325.86,321.72,323.28,326.9,323.3,318.47,322.74,328.59,333.01,341.07,343.32,340.8,340.54,337.23,340.52,336.78,338.64,339.98,337.23,337.15,338.06,339.86,337.7,337.06,331.15,324.15,326.91,330.54,331.18,326.02,325.22,323.07,327.54,325.81,328.15,338.28,336.03,336.6,334.01,328.76,322.93,323.12,322.39,316.96,317.64,323.32,317.78,316.24,311.47,306.67,316.37,313.76,322.14,317.39,322.93,326.06,324.87,326.46,333.84,339.84,342.11,347.4,349.84,344.28,344.04,348.19,347.95,354.9,363.54,366.51,376.28,376.66,382.51,387.56,392.34,381.81,381.07,379.76,385.86,378.24,381.8,367.01,363.37,343.52,363.74,353.71,363.44,366.64,372.89,370.04,370.0,356.0,346.26,346.66,363.35,365.85,363.46,373.05,379.27,379.29,374.27,370.57,363.78,369.32,373.39,373.6,367.12,369.51,374.06,378.61,382.17,389.51,400.33,402.1,400.83,390.79,393.2,392.1,388.3,386.11,379.85,370.85,364.32,362.28,367.87,367.01,359.65,378.14,389.3,391.15,397.22,410.42,408.46,410.65,387.68,384.46,382.09,394.63,386.85,389.6,393.58,393.84,393.67,385.63,386.5,392.01,389.25,388.76,395.08,384.43,374.65,374.06,368.85,378.16,374.21,367.05,364.65,358.88,366.18,356.92,353.59,365.8,362.96,371.71,377.28,379.0,382.22,380.22,378.41,379.94,382.82,381.09,378.14,369.75,368.54,370.56,371.72,385.08,385.57,387.61,392.26,395.37,391.59,394.0,393.88,399.94,402.09,406.56,410.81,410.15,411.62,410.95,409.82,408.29,413.04,417.33,416.01,408.76,415.68,408.87,434.4,432.43,435.0,440.58,443.95,443.67,442.63,447.06,451.24,455.96,463.6,479.63,479.88,488.81,495.48,484.01,488.43,488.34,500.72,498.96,502.22,508.07,511.33,520.71,527.55,529.53,530.22,518.53,515.71,516.12,527.11,530.21,536.85,552.51,573.4,569.49,569.5,584.6,589.33,585.96,582.89,579.69,590.32,597.61,600.67,593.12,583.09,601.65,612.05,607.17,616.29,618.77,611.19,609.01,605.68,588.62,564.21,592.97,591.64,571.32,557.25,556.01,544.9,593.26,591.02,586.45,567.95,566.15,569.9,565.85,549.74,553.85,552.59,553.56,554.86,551.16,542.9,537.99,531.09,515.57,515.82,545.87,541.68,554.9,549.8,546.86,556.56,563.27,561.87,545.59,548.8,547.38,555.78,556.03,564.39,555.49,560.35,556.46,555.84,558.37,569.7,571.29,569.66,561.81,566.12,555.1,556.33,558.73,553.43,567.97,576.26,582.96,593.2,589.25,597.04,591.52,587.84,582.46,588.37,590.25,590.28,589.62,597.46,587.71,587.26,584.43,559.19,559.1,569.1,578.7,594.0,590.15,591.11,598.8,605.46,603.87,602.85,606.28,607.23,615.34,616.99,616.15,621.53,633.03,649.67,640.79,653.3,647.21,647.79,659.96,659.1,657.8,648.42,649.76,659.26,654.63,660.53,664.61,647.32,645.22,654.2,667.09,675.19,683.5,685.58,685.76,682.44,683.8,674.71,657.87,649.7,665.46,651.58,644.05,645.92,655.82,651.28,637.4,623.32,621.05,626.0,613.48,615.06,619.99,634.67,629.61,617.92,595.65,619.28,599.09,602.48,595.36,589.94,581.47,582.66,563.38,571.02,569.29,547.5,527.63,536.77,532.62,532.69,526.78,515.73,517.75,555.09,550.36,551.13,560.75,578.44,573.78,571.97,578.27,574.27,575.16,565.02,528.66,536.95,523.22,519.85,531.21,528.86,519.73,500.2,509.07,523.86,516.41,511.92,509.56,510.39,503.35,505.37,500.0,522.16,538.7,531.9,517.09,514.05,515.43,507.37,513.66,510.51,492.31,476.78,496.57,493.22,490.59,495.28,504.34,442.03,431.61,441.37,449.65,448.24,446.92,445.09,434.0,449.23,448.75,462.09,468.76,473.65,461.77,460.9,460.48,454.14,453.97,442.97,440.22,444.91,437.0,443.09,438.75,435.62,424.83],\"high\":[132.06,127.94,128.23,129.13,127.44,123.94,125.0,127.94,126.5,124.25,120.25,122.0,125.0,126.25,136.75,144.38,150.38,143.94,144.75,142.0,139.44,137.69,137.25,139.5,133.0,132.88,134.5,131.88,132.75,124.87,119.0,120.0,118.0,123.94,126.87,130.25,124.75,120.5,128.75,128.0,127.0,127.5,125.12,126.25,121.25,115.25,114.75,113.69,111.25,105.0,104.25,110.5,108.06,109.06,103.69,104.94,99.25,93.75,93.37,89.75,92.66,89.87,88.12,91.25,89.56,99.75,95.25,96.75,97.0,98.5,97.94,96.44,94.69,96.25,93.37,93.75,97.87,103.94,56.94,57.63,54.63,54.75,55.5,55.38,53.94,54.94,54.31,55.19,52.94,54.81,58.25,59.25,58.94,60.63,59.0,58.81,58.88,56.81,57.06,55.63,52.88,50.63,51.25,53.25,52.5,51.63,51.16,49.94,48.06,51.25,49.06,48.0,48.44,48.44,48.0,47.69,47.94,49.0,52.44,51.81,51.56,52.81,54.75,56.63,57.5,59.0,59.44,60.0,61.5,63.63,64.12,62.38,62.56,61.63,60.38,60.06,59.5,59.63,58.19,60.75,60.5,61.44,59.63,52.44,55.5,54.75,52.75,53.81,29.0,26.75,25.0,23.75,24.5,22.94,22.87,22.44,21.0,20.81,22.12,23.25,21.94,21.06,19.81,20.37,20.56,20.87,19.19,18.87,19.19,19.94,20.25,20.87,22.44,23.0,22.62,21.81,21.44,20.5,19.87,20.0,20.5,20.19,19.81,19.25,19.5,19.5,19.12,19.5,19.94,19.0,18.31,17.0,17.5,17.19,17.44,15.0,14.88,15.31,15.38,16.0,15.56,15.25,14.69,14.63,15.25,14.63,15.0,15.0,15.0,14.81,14.94,15.0,15.25,16.69,18.5,17.37,16.98,17.64,17.0,18.5,18.0,18.25,17.56,18.75,19.56,19.62,20.94,20.69,20.56,19.81,21.75,22.0,22.5,21.5,21.94,20.56,21.39,20.87,21.06,20.81,20.0,20.44,19.62,20.56,19.5,19.44,19.94,19.37,18.87,19.69,19.44,19.44,18.75,20.44,20.5,22.06,21.62,21.12,20.69,19.87,19.56,20.5,21.37,20.31,20.62,20.94,20.87,21.75,23.56,23.75,23.05,22.5,23.45,22.72,22.66,21.4,20.25,22.5,21.04,21.34,22.7,23.0,23.02,22.4,21.21,24.08,25.75,25.63,25.0,24.75,24.86,26.1,26.29,27.12,26.5,26.7,26.25,25.85,25.76,25.45,24.55,24.5,23.49,23.68,25.5,24.5,24.33,23.64,23.91,24.13,23.75,23.3,23.29,22.5,20.76,20.24,21.09,21.11,21.1,20.93,21.7,21.65,21.07,20.69,21.73,20.45,20.75,20.85,21.4,21.85,23.0,23.0,24.0,23.77,24.0,23.91,25.1,24.23,24.18,23.77,22.96,23.0,23.07,22.55,24.81,25.01,25.1,25.22,22.78,21.42,20.06,20.5,19.92,19.3,18.8,19.25,19.36,19.42,19.78,19.87,19.9,19.66,19.67,19.7,19.15,19.32,19.33,19.36,18.94,18.75,18.45,18.23,18.14,18.25,18.34,18.62,19.3,19.14,18.83,18.18,18.6,19.08,18.95,18.93,18.1,17.5,17.07,17.72,17.1,16.95,16.25,16.84,16.22,15.89,15.75,15.91,15.99,15.83,15.36,16.25,16.15,16.35,16.2,16.85,17.74,18.08,18.38,18.2,18.41,18.23,18.4,19.07,19.42,19.09,19.25,19.25,18.67,18.0,18.4,18.78,18.86,19.25,19.62,20.13,19.89,19.25,19.17,19.39,19.9,19.9,19.29,20.05,20.2,19.8,19.95,21.55,21.52,21.21,20.7,21.44,21.28,22.56,24.03,23.5,22.71,22.99,22.85,21.92,21.55,20.83,21.0,21.33,21.68,21.47,21.54,21.45,22.3,22.25,23.0,22.66,23.3,23.75,23.95,24.0,23.05,22.93,21.46,21.84,21.4,21.76,21.41,22.74,22.6,22.37,23.04,23.51,23.42,23.55,23.54,24.14,24.73,24.96,25.52,25.98,25.98,25.29,24.64,25.0,25.04,25.24,25.23,24.98,23.87,23.2,23.0,22.95,24.72,24.37,24.25,22.59,23.5,24.58,24.43,24.34,24.53,25.09,25.14,24.74,24.85,24.6,24.96,25.05,25.3,25.14,24.3,24.56,24.09,23.64,23.72,23.88,24.7,24.3,24.49,25.05,25.19,24.68,25.0,24.95,25.2,25.17,25.15,25.99,26.17,25.52,25.49,24.93,24.78,24.5,24.34,24.37,24.06,24.38,24.29,24.34,24.02,23.5,22.95,24.52,24.35,24.29,24.09,25.68,25.98,25.45,25.78,24.93,25.0,24.37,25.24,24.99,24.2,24.44,24.38,24.25,23.45,23.04,22.83,23.23,21.94,21.84,21.7,20.75,20.05,20.36,20.63,20.59,17.6,17.6,17.49,17.73,17.68,17.29,17.27,17.82,17.88,17.16,17.68,18.75,18.61,18.29,18.17,18.35,18.79,18.6,18.57,16.2,15.56,15.17,15.19,15.13,15.22,14.95,14.53,15.1,15.51,15.42,15.42,15.0,14.7,15.23,15.36,15.38,15.25,15.02,15.21,15.35,15.75,16.1,16.25,16.09,16.24,16.25,15.93,15.95,15.74,15.12,15.08,15.14,14.55,14.78,14.36,14.65,14.53,14.49,14.6,14.51,14.34,14.61,15.03,15.09,14.8,14.94,14.96,14.82,15.17,15.19,14.85,14.57,14.6,14.63,14.6,14.4,14.21,13.96,13.85,14.22,14.78,14.98,15.25,15.13,14.38,14.35,14.63,14.88,14.98,15.21,15.45,15.95,15.88,16.37,16.44,16.5,17.38,16.96,17.32,17.1,16.2,15.89,16.04,16.07,16.41,16.24,16.2,15.75,15.7,16.44,16.3,16.14,15.9,15.86,15.88,16.1,15.34,15.19,15.08,15.19,14.95,15.45,15.49,15.55,15.15,15.1,15.19,14.86,14.92,14.56,14.55,14.47,14.81,14.38,14.15,14.36,14.92,14.93,15.38,15.0,14.71,14.92,14.82,14.9,14.82,14.7,14.76,14.56,14.41,14.15,14.36,14.24,14.5,14.69,15.1,15.07,14.55,14.91,14.65,14.93,14.59,14.6,14.57,14.63,14.6,14.64,14.72,15.3,15.15,14.96,15.06,15.03,15.08,15.02,15.0,15.09,15.16,14.81,14.8,14.6,14.71,14.67,14.49,14.39,14.8,15.01,15.07,15.09,15.15,14.99,15.15,14.8,14.83,14.56,14.7,14.62,14.53,14.31,14.69,14.7,14.67,14.95,14.65,14.62,14.39,14.44,13.75,13.6,13.67,13.25,13.19,13.62,13.63,13.61,13.58,13.96,14.16,14.35,14.39,14.59,16.88,17.9,18.24,18.07,18.4,18.74,18.97,18.84,18.85,19.01,18.65,18.16,18.09,18.4,18.46,18.9,18.66,18.5,18.18,18.29,17.67,17.79,17.74,18.04,17.04,17.29,17.51,17.88,17.95,18.27,18.5,19.48,19.61,19.58,19.69,19.67,19.4,19.32,19.31,19.21,19.18,19.4,19.55,20.18,20.5,20.45,19.94,20.0,20.4,20.24,20.0,20.95,21.18,20.8,20.96,20.96,21.5,21.57,21.5,21.08,20.9,21.35,21.27,21.5,21.4,20.17,20.09,20.13,19.93,19.8,20.34,20.33,20.07,20.41,20.45,21.27,21.71,22.0,20.91,21.07,21.48,22.22,22.85,22.9,23.32,23.25,23.15,22.79,22.67,22.61,22.79,23.14,22.9,22.69,22.38,22.99,23.05,22.5,22.46,22.31,21.37,21.7,21.67,21.22,21.1,20.8,21.86,22.33,23.41,23.54,23.67,23.81,24.41,24.74,25.01,23.84,23.49,23.34,23.4,23.2,23.15,22.85,22.89,23.77,23.9,24.0,23.35,23.3,23.1,23.13,23.15,23.24,22.65,22.02,22.72,22.56,22.61,21.37,21.34,20.65,21.08,20.58,21.27,21.25,21.15,21.07,21.85,21.9,21.84,21.17,21.15,21.08,21.25,20.61,21.34,21.32,21.49,20.49,20.13,20.18,20.42,19.89,19.95,20.59,20.91,21.16,21.5,21.53,21.75,22.39,22.42,22.83,23.73,24.13,24.0,24.84,24.54,23.4,23.04,22.8,22.97,22.83,22.74,23.06,23.25,23.38,22.8,22.87,22.81,22.4,22.09,22.91,22.89,22.86,23.12,23.87,23.99,24.1,23.49,23.44,23.64,22.51,22.46,22.74,22.9,23.18,24.02,24.3,24.1,24.19,25.22,27.49,26.79,27.23,28.14,28.04,27.78,27.35,26.61,26.38,26.06,26.94,26.17,26.0,25.75,26.91,27.36,27.99,27.95,27.98,27.27,27.93,28.37,28.15,27.7,28.0,28.1,28.03,27.07,29.58,29.31,28.75,28.41,28.12,28.18,28.0,27.64,27.44,27.01,27.0,26.96,26.33,26.55,26.75,26.75,27.57,26.6,27.19,27.34,27.72,27.32,27.06,27.29,27.5,27.0,27.2,27.9,28.51,28.78,28.6,28.27,28.2,29.17,28.99,29.25,29.98,30.44,30.71,30.97,30.68,31.14,33.32,33.13,33.41,33.5,33.09,33.83,33.7,33.7,34.19,32.99,32.97,32.48,31.18,31.42,31.36,30.68,30.5,30.04,29.6,29.97,33.63,32.92,32.22,32.2,32.71,31.73,31.75,31.45,32.75,32.41,32.82,33.0,32.2,31.72,32.12,32.3,31.1,30.45,31.54,31.13,30.85,31.28,31.72,31.13,31.85,31.86,30.99,31.27,31.95,33.15,35.18,34.76,34.72,34.95,35.99,35.81,35.92,36.19,36.57,36.3,36.23,36.07,35.55,35.48,36.76,37.38,37.98,38.87,38.14,37.5,38.0,37.98,38.29,38.86,39.27,39.19,39.18,39.67,40.76,40.93,39.77,39.06,38.58,39.76,45.75,45.61,47.75,48.35,47.6,48.13,47.67,47.84,48.05,50.62,52.22,53.2,53.26,54.08,56.11,55.55,55.0,55.45,54.55,55.39,55.43,55.69,55.46,55.2,55.45,55.45,56.91,64.0,62.45,65.2,65.76,69.57,68.79,67.95,66.9,65.0,66.24,66.73,64.43,64.4,66.05,65.9,65.88,65.46,67.5,67.04,66.0,63.77,64.36,64.25,65.15,64.25,64.98,65.03,65.0,65.11,65.47,65.25,64.91,69.63,70.7,69.15,65.9,74.42,71.72,70.7,71.46,71.27,71.6,71.78,72.84,72.75,72.92,73.98,77.89,77.77,79.91,79.43,78.93,79.35,81.38,81.99,79.28,81.76,84.79,89.08,90.2,90.88,87.86,88.3,88.45,89.31,89.91,45.14,45.11,44.89,44.41,43.01,43.25,42.16,40.28,40.26,40.59,40.79,41.14,42.31,42.88,43.44,43.97,43.96,43.4,43.0,42.96,42.83,42.8,42.52,42.18,41.31,42.24,42.81,43.75,44.45,44.25,43.19,42.99,39.56,37.25,36.3,37.44,37.74,37.21,37.0,37.02,37.51,36.36,36.34,36.23,36.65,36.74,37.2,37.27,37.33,37.45,37.25,35.67,35.59,35.23,35.7,35.46,37.56,37.68,37.65,39.9,39.99,39.95,40.94,40.79,40.74,40.76,40.32,38.58,38.63,37.73,37.25,37.94,37.4,36.61,36.15,37.3,38.08,38.54,38.09,38.19,38.6,39.78,39.12,38.1,37.59,37.29,37.16,36.97,38.15,38.16,37.76,38.28,38.65,38.4,38.5,42.01,41.57,42.1,43.23,43.8,44.04,44.0,44.28,44.11,44.07,44.0,44.38,43.08,43.5,43.31,43.0,43.36,43.25,43.89,44.39,44.12,46.22,48.33,47.5,47.44,47.0,46.7,46.75,46.1,47.12,46.49,46.34,46.03,46.79,47.03,47.17,46.8,48.88,49.4,50.12,51.35,51.63,51.29,51.19,50.18,51.21,52.89,53.81,53.05,52.47,53.5,54.56,54.24,53.11,52.59,53.65,54.54,55.35,54.36,53.49,51.93,51.91,51.87,50.3,53.95,54.35,54.23,53.95,54.96,56.5,56.98,56.79,56.85,57.56,57.01,56.43,57.98,58.14,60.0,62.32,61.24,61.67,60.38,61.21,61.2,62.11,61.98,63.08,65.06,65.88,65.43,65.19,66.76,67.98,69.54,71.07,70.3,68.85,71.73,72.74,72.53,74.83,74.46,74.17,74.59,75.35,75.46,73.3,72.86,72.3,72.6,72.38,73.61,74.49,74.26,75.18,74.76,73.82,72.43,74.75,75.98,74.9,76.7,77.2,81.89,84.8,86.4,86.01,86.38,84.05,81.66,80.04,79.56,79.42,77.5,75.43,73.6,76.6,76.34,76.46,75.36,72.79,72.51,69.48,69.08,69.23,67.67,66.75,68.1,69.62,71.01,70.89,70.8,71.67,73.0,72.89,72.12,72.4,69.49,69.99,69.91,67.72,66.9,67.2,66.47,64.49,66.28,67.32,68.04,66.9,65.54,65.46,64.34,63.25,61.9,60.94,61.38,60.14,62.52,63.3,63.61,64.12,62.22,67.21,72.05,71.21,70.93,69.3,68.17,67.44,66.84,66.47,67.0,70.0,68.64,66.92,66.59,68.28,69.86,71.3,71.54,71.98,71.95,72.89,72.25,73.8,72.56,71.33,70.84,68.69,68.38,68.25,65.7,66.26,64.88,63.99,65.19,63.65,64.45,64.56,63.3,61.79,62.28,63.1,61.15,60.63,60.4,60.93,61.56,59.73,59.1,58.78,59.74,59.19,58.18,58.35,58.71,59.75,60.17,59.2,59.22,57.3,59.09,57.75,58.18,57.6,57.4,56.55,56.49,55.99,55.24,54.12,52.89,53.11,53.85,55.08,61.59,61.15,62.1,62.09,64.64,65.02,65.68,68.63,67.93,68.68,70.0,68.61,69.6,67.11,65.6,64.81,64.13,65.22,66.5,68.07,68.66,68.4,67.31,68.32,68.65,68.19,69.05,68.61,67.26,67.82,68.3,68.65,71.5,71.69,73.48,73.57,73.73,73.45,74.32,74.67,74.98,74.86,74.36,75.68,76.06,74.34,75.86,77.78,77.47,77.48,77.52,75.87,74.95,75.46,76.16,75.04,75.08,74.58,73.98,75.39,76.88,75.88,75.27,75.37,79.95,79.99,81.9,81.68,82.0,82.6,82.45,80.9,81.68,81.38,79.32,79.53,80.06,81.0,82.69,84.69,83.6,84.45,85.0,85.9,86.3,85.94,87.0,88.6,90.75,93.08,93.16,91.97,93.15,92.68,92.33,92.05,92.33,91.39,90.5,89.39,89.3,88.84,89.07,90.0,89.22,88.0,86.68,86.67,85.48,84.04,82.57,82.0,81.25,85.4,86.58,85.95,86.2,86.53,92.98,97.8,96.78,95.06,97.25,97.6,92.11,89.65,89.16,87.51,87.15,88.5,87.37,86.65,86.49,86.0,86.27,85.25,85.23,84.47,86.38,86.51,86.2,85.18,85.29,85.64,85.62,85.41,86.16,89.49,90.81,90.34,90.0,87.08,85.6,88.31,87.54,88.65,88.31,88.97,88.72,88.85,89.99,90.6,90.0,90.36,89.99,91.55,91.84,94.0,94.36,94.07,95.9,96.83,95.4,94.19,94.68,94.25,95.23,95.14,94.68,95.3,94.26,93.95,92.31,91.4,91.5,92.3,90.85,91.25,91.18,93.8,96.39,95.4,102.5,99.95,101.0,100.35,100.54,101.45,101.6,104.35,105.15,106.96,108.84,109.13,110.0,110.2,108.83,109.87,110.64,112.45,113.75,115.0,114.46,113.78,114.86,118.88,122.17,121.19,121.73,122.69,124.05,127.61,125.83,126.15,121.71,121.19,119.45,120.67,125.18,125.01,124.66,124.29,124.45,125.09,124.0,122.04,122.49,124.0,122.09,127.4,132.97,133.34,132.9,134.5,133.7,134.24,137.85,139.98,139.6,138.44,140.81,144.18,145.22,141.0,138.36,148.5,148.92,145.45,143.48,135.38,136.96,135.95,135.27,137.24,136.86,133.0,127.75,129.35,128.3,124.86,118.5,123.5,124.5,128.96,132.75,133.34,135.37,134.66,132.41,134.18,138.25,139.65,145.73,145.84,137.57,132.3,138.04,138.3,139.4,139.0,138.98,140.59,142.85,143.16,141.79,144.65,149.85,153.22,155.0,154.52,154.6,157.41,158.59,159.18,158.08,161.58,167.91,171.11,167.88,171.88,167.28,169.57,170.18,173.04,174.19,174.63,174.9,188.6,187.21,185.9,185.37,186.59,189.37,190.12,190.1,189.44,188.96,192.0,192.68,186.9,175.12,167.7,170.98,177.57,169.59,167.02,168.2,171.79,172.35,172.05,177.27,175.79,180.6,185.17,187.7,184.14,180.9,186.0,190.1,194.99,195.66,196.83,194.48,192.12,193.2,192.65,187.33,184.64,187.83,193.91,199.33,200.96,202.96,201.56,200.5,200.26,197.39,193.0,183.6,182.46,179.5,181.0,177.85,179.42,179.22,169.01,165.36,165.75,159.98,140.0,140.7,139.09,133.2,132.79,135.45,136.65,136.59,135.9,134.0,131.92,124.78,125.7,129.98,131.0,129.78,130.8,127.08,126.75,124.6,126.47,122.51,120.17,121.09,123.05,132.2,130.21,125.98,124.88,125.14,127.5,122.98,123.46,127.48,128.68,129.5,130.3,128.59,133.0,134.29,133.29,140.85,143.1,145.74,145.31,144.65,145.71,149.66,151.2,153.63,154.71,159.69,156.45,153.89,155.42,153.3,149.25,149.72,154.1,156.0,162.26,168.5,168.0,164.84,169.98,171.1,173.75,175.66,180.0,180.0,181.92,185.31,187.12,188.2,186.5,184.25,188.87,191.45,192.24,189.9,190.3,188.69,186.16,187.95,181.33,181.99,186.43,187.95,188.2,189.54,189.65,188.2,187.09,189.84,189.95,184.94,186.78,186.0,182.6,174.16,177.9,181.99,182.2,182.34,181.0,175.88,175.78,178.83,174.84,170.57,172.0,174.72,177.45,172.17,177.13,179.7,180.91,177.34,177.11,179.3,173.74,172.93,174.98,169.65,167.5,162.76,168.37,165.26,163.0,162.47,159.45,160.49,162.2,159.99,157.9,160.8,167.4,166.15,169.65,176.5,179.29,180.0,180.45,179.75,177.81,177.07,176.94,175.45,177.5,176.23,174.88,175.76,176.25,173.5,173.5,168.68,167.91,162.4,164.89,159.96,154.99,152.99,150.91,147.69,142.5,138.51,135.43,144.2,140.25,135.8,130.95,134.79,129.8,119.68,115.0,112.36,108.79,106.5,98.78,101.5,96.33,95.8,100.0,110.53,116.4,107.0,103.43,102.04,100.03,97.9,101.25,99.25,97.9,97.63,100.5,109.54,112.19,110.78,109.1,111.79,109.72,102.78,99.85,100.4,97.17,93.24,96.44,93.99,90.55,90.99,91.58,86.45,84.12,94.79,94.71,95.25,94.76,92.27,92.65,96.23,95.21,94.49,100.8,103.6,99.49,101.24,99.0,96.21,96.48,91.1,90.83,90.94,90.03,87.87,86.25,87.42,87.62,88.05,87.74,91.04,96.18,97.17,92.5,93.15,93.38,90.99,89.74,87.25,84.12,84.38,82.0,82.88,90.0,89.87,90.97,91.55,95.0,94.34,93.62,92.0,93.38,96.25,97.25,100.0,103.0,102.51,98.31,99.75,99.94,97.04,95.85,94.25,92.4,92.0,90.89,92.92,92.92,91.3,91.2,90.74,92.77,91.87,88.4,87.6,89.17,94.07,96.58,97.2,97.39,99.69,103.48,103.2,103.11,108.16,109.44,108.36,109.98,108.53,105.01,107.45,109.0,114.75,116.13,118.75,116.67,116.79,120.0,120.98,120.17,118.25,123.15,124.25,122.99,122.14,125.35,127.2,125.14,125.0,126.21,126.85,127.0,127.95,132.25,132.86,133.5,132.39,131.23,130.96,129.71,124.02,123.53,124.62,126.7,129.31,129.21,126.78,124.18,130.83,134.98,135.39,135.9,139.99,141.34,141.11,144.18,146.4,144.23,144.56,142.35,141.56,139.1,136.93,138.47,137.45,138.0,139.5,141.56,136.95,137.5,140.2,143.56,143.95,143.8,144.66,142.83,138.99,139.68,138.04,137.99,138.97,142.34,143.18,147.0,148.02,152.02,155.04,153.43,158.73,158.44,160.0,160.88,160.1,160.45,164.72,165.0,166.64,165.57,167.39,166.51,166.6,166.6,164.38,166.71,168.67,168.23,163.59,164.24,165.3,166.72,169.37,170.71,170.94,169.55,169.57,172.49,168.85,170.0,167.61,167.1,170.7,173.14,174.47,173.25,173.18,173.9,175.65,182.75,186.79,186.55,185.16,185.38,188.9,187.7,185.5,186.68,187.4,186.45,186.22,185.94,186.86,190.01,190.55,191.45,190.7,191.51,191.17,192.32,190.92,190.36,190.0,201.75,208.71,207.85,205.8,206.75,202.81,198.02,196.81,196.8,192.88,189.52,193.85,195.0,195.19,201.9,204.98,205.0,204.87,204.83,208.0,207.44,207.0,204.61,200.39,206.0,205.88,205.65,202.96,201.68,202.77,201.42,198.98,199.88,193.77,192.35,198.16,199.7,198.0,197.43,197.51,196.5,195.0,195.5,199.75,200.85,202.38,209.35,213.95,212.72,212.0,213.35,214.5,215.59,215.23,212.0,212.0,213.0,209.77,210.93,210.46,211.6,215.19,215.55,213.31,207.5,204.7,213.71,210.58,205.5,202.2,196.0,196.32,200.2,198.37,196.0,197.88,197.5,196.6,199.75,201.64,203.69,204.31,203.89,203.2,202.5,201.33,201.44,202.86,205.17,209.5,210.83,209.87,210.92,219.7,220.09,225.0,225.48,225.5,227.73,225.5,224.98,226.45,225.0,225.24,226.0,228.78,230.2,230.97,231.95,233.87,237.48,236.61,238.73,238.51,240.24,241.92,241.54,241.89,243.07,242.8,245.81,249.03,251.14,247.89,249.25,260.25,266.75,272.18,272.46,267.84,264.0,270.0,270.57,267.88,263.29,258.14,258.25,246.57,254.65,259.89,263.13,265.0,256.48,256.18,258.55,252.92,243.85,244.5,250.9,246.76,252.13,253.89,259.4,265.94,264.8,265.55,261.9,259.15,253.8,251.9,250.98,253.86,259.15,259.85,267.75,272.9,275.0,279.01,275.97,274.66,273.2,270.27,269.75,264.39,257.97,254.8,250.93,252.8,258.77,262.9,259.9,261.85,256.4,255.8,256.97,254.97,249.88,252.9,265.15,260.0,260.38,260.1,264.8,265.99,262.65,259.7,262.59,263.26,264.28,263.18,261.49,262.15,260.45,255.69,253.1,251.88,250.01,254.63,254.67,253.48,253.92,252.0,243.0,243.99,245.75,242.61,245.75,244.56,251.46,252.17,258.78,259.53,264.39,266.52,264.5,268.28,269.17,270.38,276.67,277.96,283.78,287.35,287.98,292.76,293.53,294.73,291.77,289.81,290.0,286.58,282.9,289.45,291.99,290.48,294.5,297.24,299.5,301.96,302.47,315.0,319.0,313.77,314.25,314.74,310.04,311.6,309.74,309.9,308.0,305.88,305.6,310.19,312.88,320.18,319.57,319.77,321.3,318.77,318.4,316.5,310.54,307.6,303.99,309.67,308.4,313.36,311.75,315.4,317.7,317.48,314.36,317.75,319.0,318.65,322.33,323.99,321.02,322.5,321.05,325.06,322.54,323.0,322.61,321.79,323.25,324.39,325.72,325.15,325.44,326.66,326.45,325.51,323.48,330.26,332.5,334.34,335.25,336.35,343.23,344.96,344.43,346.64,348.48,344.76,348.6,338.3,334.88,337.45,341.44,345.6,344.69,344.4,340.04,345.65,345.25,344.24,346.7,353.25,355.52,359.0,360.0,357.8,359.48,359.97,364.9,360.27,359.5,345.4,344.64,345.15,348.43,355.05,355.72,354.35,359.79,360.29,361.67,357.4,354.76,349.77,352.32,356.48,347.84,343.0,339.61,338.2,339.74,342.62,340.22,346.0,352.06,354.32,350.96,350.88,349.8,351.59,344.6,342.25,343.9,340.43,340.15,335.67,333.73,336.14,336.0,333.64,332.23,337.98,345.75,355.13,353.75,354.99,352.35,349.75,353.95,350.47,349.89,351.83,350.95,350.0,349.2,349.69,350.0,347.12,346.25,341.22,336.14,341.05,342.41,340.95,335.98,335.9,338.56,336.89,337.63,347.83,352.13,347.98,345.33,347.05,338.22,334.8,333.67,331.66,328.31,333.25,330.3,328.68,329.25,317.7,325.8,328.9,331.69,333.15,333.9,336.7,336.37,336.13,343.5,349.83,354.1,358.0,360.0,359.77,357.68,360.0,361.61,365.0,374.65,378.65,396.27,390.06,395.05,400.0,404.5,402.64,396.99,395.15,399.5,397.9,393.55,391.32,383.5,367.77,374.61,374.65,375.45,379.64,384.97,383.37,384.52,372.65,367.0,364.88,373.64,378.96,375.45,383.8,391.5,391.84,392.08,387.34,378.0,380.33,385.6,388.61,386.0,380.88,386.21,392.21,393.66,400.5,413.23,422.86,421.59,409.82,406.74,403.98,409.25,403.74,402.21,388.89,382.64,381.8,379.82,384.78,377.74,388.81,403.18,409.25,408.43,422.0,426.7,424.81,408.42,400.35,399.14,406.5,406.55,402.55,409.0,406.35,409.33,399.5,400.44,403.4,403.44,400.0,408.0,400.89,397.21,388.7,385.25,389.5,391.14,384.58,379.99,371.68,377.93,375.84,371.15,376.72,378.83,382.28,389.0,393.63,396.41,394.63,390.94,395.5,394.04,393.9,395.4,387.38,383.74,384.15,384.85,396.1,397.3,399.13,403.59,409.09,408.25,405.65,406.28,412.5,414.68,418.55,422.75,427.75,426.0,422.85,422.9,420.45,425.99,429.47,431.37,427.5,428.45,425.1,454.45,448.79,448.48,453.9,458.24,458.99,457.17,460.0,464.98,469.75,476.79,496.75,497.62,503.83,509.56,526.29,504.89,507.77,514.85,515.49,517.83,522.9,528.5,535.41,547.61,548.21,546.8,547.48,533.69,537.78,542.99,547.74,552.0,568.18,594.72,600.01,589.2,601.77,606.9,609.65,604.5,601.8,607.15,616.28,621.45,616.56,610.56,618.77,632.21,625.86,634.66,639.84,644.0,636.87,631.33,624.7,610.28,610.0,620.25,604.73,594.62,576.67,567.69,618.0,614.69,606.18,598.4,596.76,587.4,591.4,578.36,572.77,571.5,573.98,575.88,574.47,567.51,563.22,556.89,547.5,543.41,561.54,573.88,572.8,576.5,565.85,574.0,579.99,581.5,572.65,567.5,566.47,573.85,577.32,580.58,588.5,576.62,578.48,573.5,574.62,587.89,590.0,589.25,588.22,582.19,579.8,574.49,576.74,574.0,584.0,593.47,600.0,614.34,608.44,613.9,619.87,607.66,603.47,607.19,611.62,611.5,608.34,615.35,614.44,605.9,609.68,580.8,580.4,585.83,599.44,611.7,616.4,610.69,617.98,624.87,625.0,623.88,621.73,621.76,630.0,638.61,634.0,636.76,648.19,665.15,674.88,669.0,669.9,669.48,680.87,676.1,677.67,671.55,668.6,675.14,676.35,678.29,682.48,683.29,670.1,669.9,685.5,696.98,699.8,702.33,703.99,700.06,705.07,695.12,692.78,672.69,682.17,681.11,676.75,666.35,671.86,674.25,666.0,647.56,640.49,644.98,647.2,635.38,635.13,650.3,652.79,642.06,631.77,635.38,633.9,626.55,622.0,614.0,601.96,603.0,596.95,587.77,590.74,574.54,562.23,554.88,554.5,550.48,547.45,539.5,530.0,567.5,571.95,567.37,572.0,590.0,590.42,585.8,594.25,588.4,594.59,581.8,569.25,553.31,555.2,538.51,549.56,548.0,537.64,518.13,520.0,534.9,533.7,530.2,519.67,524.25,519.46,516.25,514.48,535.4,555.0,549.67,538.63,529.3,531.89,525.01,528.72,525.32,507.5,498.99,509.44,510.75,502.22,507.88,514.99,465.73,456.23,453.21,460.2,462.6,459.28,459.48,455.94,459.74,466.5,470.0,478.81,484.94,482.38,473.64,471.64,470.16,462.73,457.69,449.17,451.6,455.12,451.54,452.44,447.87,438.18],\"low\":[118.5,120.69,120.0,125.0,121.12,118.56,118.25,121.0,119.5,114.0,114.12,114.5,119.62,122.37,121.62,131.56,140.0,135.5,136.88,137.13,133.83,125.44,126.0,129.44,116.75,124.0,123.25,125.5,124.75,118.06,104.87,108.5,109.0,109.06,119.37,119.75,117.06,114.75,122.06,120.0,116.58,121.31,121.87,117.5,111.62,110.56,110.72,110.0,104.87,98.75,99.0,104.77,100.12,102.75,100.37,100.62,93.37,86.0,85.62,83.0,86.0,85.25,81.75,83.81,80.37,89.0,89.69,90.31,91.62,93.12,94.37,90.87,88.19,90.12,89.0,89.06,89.81,98.37,50.31,53.56,50.81,52.13,51.63,51.5,51.06,51.69,52.13,50.75,49.63,52.13,53.75,55.44,56.38,54.75,56.88,57.13,56.88,51.75,54.13,52.94,47.5,49.06,49.25,49.88,46.88,48.75,49.25,47.19,44.25,46.31,47.19,46.31,47.25,47.38,45.56,46.31,46.5,46.81,48.31,49.88,49.63,50.38,51.06,53.38,56.38,57.06,57.69,58.7,58.94,61.13,62.25,57.75,58.25,58.5,58.13,57.0,56.75,56.81,54.25,55.06,58.56,58.56,55.25,50.0,52.06,51.38,48.25,48.13,25.37,23.5,22.19,21.87,22.0,21.0,21.12,20.5,19.12,19.5,20.0,21.37,19.69,18.75,18.31,18.94,19.44,18.81,18.44,17.5,17.87,18.75,19.25,19.44,21.06,21.94,20.87,20.81,19.81,19.06,19.06,18.25,19.56,19.25,18.87,18.25,18.25,18.75,18.37,18.81,18.5,17.94,17.25,16.12,16.81,16.44,16.37,14.0,14.0,14.44,14.88,15.0,14.88,14.44,14.0,13.94,14.0,13.63,13.88,14.13,14.25,14.19,14.31,14.5,14.56,14.44,16.81,16.06,15.94,16.56,16.06,16.25,17.06,17.0,16.5,17.62,18.69,18.44,19.06,19.56,19.75,19.06,19.56,20.87,21.44,20.5,20.5,19.75,20.0,19.81,20.19,18.69,18.81,19.0,18.5,19.69,18.75,18.19,18.25,18.0,18.25,18.56,18.69,18.12,17.19,18.25,19.25,20.69,20.75,20.44,20.0,18.12,18.19,18.44,19.69,18.87,19.5,19.69,19.37,20.19,22.0,21.13,21.9,21.5,21.5,21.34,21.4,20.13,18.75,20.0,19.9,20.06,20.78,21.28,21.15,20.86,19.6,21.08,23.6,24.6,24.0,23.51,23.57,24.68,24.75,24.87,25.2,25.76,24.73,23.96,24.84,23.95,23.67,22.95,22.76,22.75,23.04,22.85,23.25,23.12,23.05,23.4,22.86,22.62,22.5,20.81,19.3,19.49,19.98,20.46,20.35,20.33,20.45,20.71,19.95,19.76,20.06,19.77,19.35,20.0,20.01,19.98,21.1,21.76,22.45,23.01,22.5,22.94,23.2,23.14,23.5,23.01,21.72,21.68,20.84,21.0,23.3,23.84,23.91,23.01,20.42,19.75,19.49,19.51,18.73,17.97,17.85,18.5,18.51,18.51,18.95,19.26,19.0,19.0,18.98,18.54,18.72,18.59,18.76,18.67,18.2,17.97,17.99,17.81,17.7,17.61,17.58,17.65,18.16,18.4,17.83,17.28,17.65,18.18,18.12,17.65,17.2,16.92,15.73,16.17,15.6,15.5,14.68,15.95,15.35,14.93,15.2,15.39,15.23,14.88,14.83,14.99,14.99,15.5,15.63,15.95,16.85,16.86,17.95,17.77,16.96,17.29,17.88,18.09,17.87,17.75,18.16,18.62,17.6,17.06,17.44,17.25,18.16,18.61,18.53,19.33,18.57,18.55,17.96,18.71,19.15,19.23,18.4,18.96,19.5,19.26,19.57,19.88,20.5,20.41,20.19,20.25,20.6,20.72,22.17,22.14,22.0,22.23,21.65,21.25,20.5,20.09,20.19,20.22,20.47,20.62,20.8,20.9,21.14,21.58,21.96,21.83,21.96,22.77,22.99,22.75,22.46,21.28,20.25,20.6,20.9,21.21,20.5,21.87,21.96,21.82,21.59,22.9,22.66,22.72,22.85,22.94,24.11,24.34,24.2,25.08,24.15,24.08,23.37,23.74,24.45,24.65,24.38,23.85,22.48,22.35,21.45,21.5,22.36,23.25,20.94,21.35,21.82,22.76,23.4,22.93,23.61,24.3,24.1,24.1,24.15,23.87,24.25,24.32,24.3,24.5,23.26,23.87,23.24,23.0,23.26,23.46,23.28,23.87,23.6,23.67,24.1,23.78,24.01,24.01,24.75,24.57,24.8,25.12,25.38,24.88,24.93,24.23,24.09,23.68,23.55,23.0,23.09,23.75,23.36,23.6,23.43,22.46,22.14,23.04,23.8,22.98,22.94,24.22,24.84,24.75,24.61,24.53,23.4,23.32,24.07,23.96,23.43,23.45,23.51,23.28,22.58,22.18,22.35,22.04,20.93,21.34,20.41,19.94,19.38,18.11,19.85,19.98,16.88,16.85,16.79,16.7,16.86,15.98,16.42,17.0,17.05,16.83,16.75,17.71,17.68,17.46,17.25,16.97,17.26,16.81,17.61,15.19,14.75,14.53,14.61,14.44,14.25,14.01,13.8,14.37,14.56,14.9,14.73,14.25,13.97,14.08,14.35,14.77,14.75,14.69,14.55,14.54,15.01,15.28,15.72,15.53,15.45,15.66,15.45,15.16,14.71,14.65,14.51,14.58,14.05,14.17,14.05,14.23,14.15,14.12,14.15,14.12,14.05,14.12,14.57,14.52,14.48,14.52,14.45,14.4,14.65,14.55,14.48,14.14,14.0,14.1,14.06,13.99,13.76,13.36,13.41,13.58,14.1,14.44,14.78,13.9,13.98,13.93,14.0,14.26,14.5,14.55,14.59,15.25,14.96,15.48,15.92,15.89,16.35,16.35,16.7,15.81,15.52,15.12,15.28,15.28,15.78,15.76,15.52,15.01,15.25,15.75,15.9,15.71,15.27,15.45,15.41,15.01,15.1,14.5,14.53,14.52,14.67,14.73,15.08,15.01,14.65,14.61,14.66,14.5,14.1,13.78,14.12,14.3,14.28,14.01,13.84,13.95,14.35,14.59,14.88,14.47,14.44,14.5,14.49,14.36,14.49,14.26,14.21,14.08,14.0,13.8,13.95,13.56,13.65,14.16,14.3,14.29,14.05,14.35,14.31,14.44,14.22,14.07,14.06,14.2,14.27,14.24,14.35,14.72,14.68,14.71,14.65,13.8,14.58,14.48,14.51,14.77,14.55,14.44,14.52,14.4,14.31,14.3,14.12,14.06,14.17,14.64,14.71,14.82,14.79,14.6,14.82,14.35,14.37,14.3,14.32,14.37,14.04,14.07,14.27,14.35,14.39,14.41,14.36,14.14,14.2,12.93,13.5,13.3,12.92,12.72,12.98,13.09,13.36,13.0,13.23,13.43,13.58,13.85,14.0,14.34,14.75,16.1,17.11,17.29,17.88,18.13,17.95,18.43,18.47,18.28,18.06,17.6,17.67,17.74,17.96,17.91,18.15,17.9,17.53,17.27,17.02,17.14,17.33,17.14,16.63,16.75,16.81,17.45,17.13,17.45,17.99,18.31,18.77,18.9,18.75,18.72,18.71,18.7,18.48,18.59,18.51,19.02,18.98,19.13,19.49,19.89,19.37,19.53,19.87,19.43,19.38,20.13,20.4,20.3,20.5,20.46,20.38,20.4,20.86,20.52,20.17,20.57,20.64,20.28,20.1,19.5,19.42,19.6,19.51,19.46,19.58,19.94,19.66,19.72,20.0,20.14,20.95,20.64,20.49,20.35,20.66,21.33,22.05,22.4,22.76,22.77,22.41,22.47,22.12,22.11,22.1,22.31,22.12,22.2,21.85,21.95,22.43,21.92,21.88,21.08,20.25,20.15,20.65,20.44,20.19,20.28,20.88,21.58,21.91,22.73,22.79,23.37,23.72,24.19,24.58,22.41,22.43,22.38,22.75,22.68,22.59,22.23,22.49,22.4,23.34,22.87,22.78,22.78,22.59,22.47,22.65,22.45,21.84,21.48,21.48,21.92,21.28,20.95,20.35,20.26,20.1,19.85,20.45,20.61,20.25,20.52,21.0,21.41,20.96,20.77,20.73,20.41,20.4,19.96,20.21,20.7,20.07,20.01,19.79,19.9,19.62,19.25,19.6,19.65,20.34,20.86,21.15,21.18,21.18,21.42,21.71,21.93,22.65,22.79,23.1,23.86,23.78,22.5,22.61,22.25,22.43,22.18,22.25,22.43,22.8,22.41,22.19,22.42,22.08,22.0,21.7,21.81,22.4,22.5,22.44,23.05,23.6,22.83,23.1,23.05,22.41,22.21,21.89,22.0,22.21,22.8,22.95,23.87,23.77,23.6,23.91,24.9,25.8,25.75,26.94,27.09,27.17,26.26,25.39,25.78,25.59,25.54,25.25,25.22,25.27,25.89,26.91,27.2,27.34,26.95,26.62,27.23,27.44,27.43,26.92,27.2,27.49,26.84,26.31,28.16,28.5,27.83,27.56,27.37,27.11,27.05,27.0,26.69,26.34,25.98,25.49,25.74,25.5,25.96,25.9,26.55,25.94,26.4,26.24,26.9,26.45,26.36,26.8,26.42,26.47,26.73,27.11,27.29,28.0,27.82,27.8,27.61,27.8,28.29,28.51,28.81,29.83,30.0,30.2,29.5,30.26,30.53,32.21,32.43,32.12,32.29,32.89,32.98,33.0,32.21,31.41,31.89,31.9,29.73,30.8,30.13,29.95,30.03,28.93,29.02,28.74,32.11,32.12,31.66,31.55,31.34,31.06,30.48,30.78,31.57,31.16,32.13,32.0,31.13,31.15,31.17,31.25,29.7,29.81,30.35,30.26,30.28,30.4,30.64,30.35,30.49,30.36,30.49,30.6,31.19,31.73,32.74,34.0,33.96,34.0,34.19,34.83,35.01,35.23,35.68,35.28,35.46,35.32,34.78,34.8,35.08,36.4,36.87,37.46,36.81,36.93,37.15,36.83,37.45,37.82,38.45,38.58,38.75,38.4,39.47,39.46,38.84,38.2,37.65,38.74,42.55,44.19,44.7,47.31,46.65,47.36,47.02,47.07,46.97,48.17,49.5,51.8,52.04,52.4,53.99,54.37,52.04,53.86,53.38,53.91,54.23,54.84,54.34,54.48,54.22,54.29,54.5,57.9,61.05,61.55,64.34,67.41,67.05,66.27,64.66,61.75,62.95,62.56,62.05,62.07,64.7,64.6,65.02,64.66,66.05,64.9,61.76,61.6,63.4,63.6,62.88,62.05,63.57,64.22,64.03,62.6,62.97,64.05,63.33,64.75,67.88,64.14,63.3,69.73,69.19,67.75,69.75,69.47,70.0,70.55,70.94,71.22,71.55,72.44,74.51,76.58,77.69,77.33,77.53,77.5,78.79,78.1,76.66,78.94,82.05,86.0,87.35,87.45,86.25,85.29,85.55,87.73,88.19,43.96,44.16,44.08,41.22,41.85,42.35,40.1,38.83,39.1,39.8,39.52,40.25,40.78,41.32,42.5,42.86,42.68,42.02,42.5,42.47,41.5,41.82,41.59,40.57,40.16,41.09,42.15,42.25,43.54,41.91,42.01,40.39,36.84,35.28,34.0,35.87,35.44,35.9,34.9,36.11,36.12,35.51,35.24,35.22,36.02,36.03,36.1,36.47,36.79,36.75,36.33,33.11,34.0,34.07,34.53,34.54,34.99,35.78,37.19,37.85,39.03,39.32,39.94,40.01,39.58,39.86,39.6,37.77,37.56,36.45,36.57,36.82,35.52,35.82,35.75,36.3,36.82,37.83,37.45,37.38,38.14,38.65,37.68,36.68,37.17,36.12,36.31,36.29,36.5,37.2,36.8,37.47,37.78,37.91,37.9,40.23,40.46,41.37,41.07,42.65,42.9,43.39,43.73,43.36,42.67,43.3,42.26,42.08,42.61,42.77,42.29,42.02,42.61,42.91,43.31,43.25,43.36,46.45,46.21,46.37,45.75,45.77,45.26,45.32,45.59,45.81,45.36,45.26,45.92,46.27,46.09,46.12,46.55,47.92,49.14,49.79,50.58,50.32,49.46,49.33,49.95,51.05,52.92,51.86,51.32,51.84,53.32,53.43,50.59,50.81,51.88,53.68,53.64,52.75,50.87,50.55,50.28,50.4,47.87,49.27,52.79,52.68,52.2,51.21,54.35,55.36,55.09,55.69,55.92,55.41,54.17,54.75,56.87,57.6,60.07,59.62,60.14,59.1,60.0,59.01,61.34,60.91,61.46,63.09,64.25,64.37,63.72,64.52,66.69,67.5,69.07,67.35,67.52,68.81,70.7,71.49,73.35,73.12,72.6,73.35,74.56,74.21,70.27,71.35,71.06,71.04,71.12,72.54,73.6,73.3,73.95,73.32,71.42,70.34,72.25,74.5,73.75,74.55,75.74,75.83,82.59,83.62,84.6,83.87,81.85,78.74,75.83,76.0,75.77,73.25,71.93,71.1,70.87,73.75,74.64,72.05,71.04,66.74,66.68,66.0,64.53,62.9,64.64,65.0,66.75,69.48,69.61,68.68,68.0,71.43,71.2,70.65,68.1,68.02,68.67,67.53,64.94,65.08,65.35,63.81,62.45,64.79,65.5,65.52,64.3,64.11,63.87,61.39,61.27,59.61,59.03,59.4,58.25,57.67,61.53,62.24,62.61,61.05,64.15,68.2,68.47,68.45,67.07,66.3,65.81,64.35,64.79,65.47,66.2,66.47,65.5,65.56,66.4,67.35,69.2,69.16,70.11,70.18,70.46,71.15,71.72,70.62,69.61,67.55,66.86,67.12,64.75,64.07,63.12,62.82,62.77,63.0,61.56,63.29,63.14,61.22,58.69,59.52,60.88,59.97,58.91,58.35,57.15,59.1,56.96,57.36,56.69,56.75,57.52,57.0,57.29,57.3,58.07,58.73,58.37,57.4,55.41,56.39,56.5,57.34,56.56,55.61,54.67,54.5,54.53,52.92,51.41,50.16,51.65,51.85,52.36,59.72,59.64,60.43,60.78,61.68,62.86,63.5,66.28,65.94,67.51,67.81,64.96,66.31,64.51,63.4,62.7,62.58,63.6,64.8,66.33,67.18,67.26,66.15,66.5,66.94,66.27,67.31,66.68,65.12,66.68,66.66,67.82,68.55,69.7,70.25,71.91,71.42,71.45,72.3,73.46,73.29,73.3,72.8,74.22,74.02,72.58,73.72,76.1,75.82,75.95,76.68,74.3,73.19,73.16,74.13,73.81,73.53,73.08,72.6,73.6,74.74,74.79,74.04,73.91,78.16,78.67,79.75,80.2,81.01,81.13,80.01,79.5,80.23,78.36,78.5,77.79,78.43,80.13,79.89,82.12,82.5,82.64,83.9,84.0,84.62,85.0,85.2,87.11,87.85,89.5,89.5,89.91,90.25,91.06,90.1,90.5,90.87,89.67,86.9,87.0,88.05,85.53,87.15,88.26,87.33,84.59,83.62,84.74,82.2,81.6,80.89,76.77,79.65,83.36,81.9,83.82,84.4,85.28,85.15,93.45,95.1,93.23,95.45,94.82,89.05,88.12,85.65,85.51,86.08,86.03,84.99,85.53,85.25,84.35,84.74,83.7,83.94,82.86,83.55,85.41,83.21,83.63,84.3,84.57,84.78,84.66,84.16,85.96,88.53,88.85,87.61,83.41,83.0,83.75,85.21,85.76,87.4,87.45,87.46,87.4,87.99,88.4,87.92,89.31,89.32,89.59,91.06,91.65,93.0,93.3,93.3,95.0,93.15,92.23,92.75,93.02,93.76,94.13,93.52,93.04,93.41,92.33,90.72,90.06,90.25,89.7,89.6,89.83,90.55,91.42,91.3,93.8,98.3,97.69,99.67,98.55,99.47,100.01,100.5,101.01,103.42,104.89,105.92,106.78,108.25,106.48,103.42,107.15,109.77,110.05,112.01,112.59,110.37,111.5,112.69,113.53,119.54,118.29,117.9,120.5,121.95,123.19,122.29,119.54,118.31,115.4,116.42,119.86,122.54,122.91,121.5,120.72,122.38,121.06,118.72,119.26,120.0,121.09,119.3,121.5,128.69,130.4,129.18,128.81,131.31,132.39,134.52,137.5,137.5,136.04,139.65,140.0,140.93,134.15,135.0,136.96,143.78,139.57,131.52,127.77,134.15,131.5,128.3,132.63,132.0,125.09,120.3,126.5,123.71,119.65,111.62,119.82,120.5,121.0,130.33,129.76,129.81,132.1,126.63,129.54,132.3,137.41,139.84,136.1,132.71,130.0,133.95,133.75,135.75,136.65,136.2,137.6,137.83,139.4,139.32,140.31,146.65,146.82,151.25,152.32,152.75,152.93,155.89,157.01,153.5,157.7,162.97,166.68,165.6,153.21,161.8,163.5,165.15,169.18,171.05,170.0,169.96,182.76,179.24,181.66,182.88,184.7,184.73,184.95,180.0,183.49,184.24,185.27,186.13,167.77,165.21,150.63,153.76,163.74,160.3,159.33,162.1,163.53,164.67,169.75,172.35,170.01,175.35,179.15,179.7,177.7,176.99,182.41,186.12,188.04,192.69,187.39,185.76,187.82,189.54,182.98,178.6,180.9,183.33,189.89,194.79,196.82,197.8,196.88,197.75,192.55,192.69,178.89,170.23,170.8,168.3,175.41,170.0,175.17,164.66,156.7,158.42,159.61,146.0,126.14,132.01,129.61,126.45,129.05,130.0,129.4,132.18,131.42,128.9,121.77,117.27,121.6,127.2,123.62,125.63,127.01,124.06,121.44,121.68,120.86,115.87,116.66,115.44,118.09,125.77,124.8,118.0,120.4,122.25,120.81,119.05,119.37,122.0,125.17,123.0,124.2,122.55,128.67,129.67,129.18,133.64,137.33,140.64,139.99,141.6,142.52,143.61,145.85,147.0,150.75,155.11,152.32,150.46,150.6,146.4,144.54,145.72,150.62,153.35,158.38,161.76,158.09,161.08,159.19,166.42,169.13,170.25,172.92,174.86,178.55,181.05,182.18,180.54,183.07,181.37,182.85,187.86,185.57,184.2,187.0,181.3,180.12,176.25,172.0,177.8,181.84,183.72,185.5,187.38,184.53,182.34,183.23,185.7,185.55,175.75,179.02,179.59,171.2,165.31,169.07,177.41,177.35,176.8,175.0,171.56,171.63,173.88,168.01,164.15,166.62,164.0,168.18,165.75,171.9,172.74,174.14,171.37,171.0,173.08,166.39,168.6,171.39,165.0,161.12,146.53,161.56,158.45,158.65,154.02,153.65,156.08,156.98,155.75,152.91,154.82,158.0,161.5,163.75,169.67,173.51,175.9,177.84,175.05,173.82,171.81,173.61,171.89,175.57,171.66,172.61,172.19,172.75,169.04,165.0,164.0,160.81,157.65,151.46,149.79,148.8,146.0,146.5,140.36,132.15,127.83,120.68,136.31,130.66,126.66,125.15,128.52,123.0,100.59,106.3,107.39,100.0,94.65,87.54,88.95,85.68,86.6,85.0,101.02,103.14,97.89,91.74,85.89,93.64,91.16,92.93,91.9,90.11,91.86,92.37,99.94,107.61,105.14,104.86,106.67,102.99,98.0,95.72,94.5,92.26,90.01,86.02,90.0,87.26,86.86,86.21,80.0,79.14,84.84,88.16,89.85,91.86,88.92,86.5,88.8,89.06,88.86,95.8,97.21,96.5,94.83,92.53,93.0,92.75,88.02,88.44,88.8,84.69,85.9,84.55,85.24,85.07,84.72,85.34,85.16,92.71,92.39,90.26,90.04,90.14,87.55,86.35,84.72,80.05,80.4,78.2,79.31,85.82,86.5,88.3,89.74,91.5,92.6,90.01,88.9,90.28,93.1,92.62,97.0,99.5,97.06,95.77,95.83,98.12,94.28,92.72,90.11,89.0,86.51,87.0,89.25,88.96,87.67,87.67,87.88,89.45,88.45,82.33,82.57,84.36,89.58,92.0,95.01,94.18,95.07,99.72,100.25,100.57,101.75,105.39,103.86,107.58,106.4,102.61,105.0,103.89,109.78,113.52,113.28,114.19,114.58,117.96,119.0,117.25,115.76,118.79,120.25,119.16,118.6,121.2,123.51,122.97,122.66,123.26,123.83,124.92,125.8,127.68,131.12,130.22,127.9,126.26,127.12,123.25,119.38,119.7,121.61,121.57,125.74,125.3,122.89,121.75,124.55,130.91,132.03,133.85,136.0,138.35,139.07,140.04,143.21,139.43,140.55,138.3,138.55,136.04,134.89,136.1,134.53,135.59,136.9,136.33,132.88,134.86,135.21,139.74,141.54,141.8,142.52,139.79,136.25,135.18,134.42,135.93,136.32,137.53,141.16,144.32,145.57,148.63,150.89,149.75,156.11,155.56,156.5,157.26,157.6,158.25,161.5,162.91,164.87,164.21,164.21,163.09,164.8,163.66,161.88,162.46,166.5,165.53,159.42,161.41,162.45,164.61,166.8,168.27,169.13,166.76,164.83,168.53,166.5,164.94,164.11,165.0,167.09,172.0,169.7,170.81,170.87,170.25,173.59,177.88,181.97,184.76,181.62,182.85,185.03,182.77,181.44,183.33,184.31,182.61,180.7,181.35,184.27,187.3,189.03,188.89,188.62,189.64,189.7,190.23,189.53,187.84,185.55,197.85,199.23,202.51,203.23,200.1,196.45,191.1,192.14,188.17,185.57,185.92,190.23,191.82,192.4,196.26,201.01,201.83,201.43,202.07,205.01,205.0,204.0,199.8,197.76,202.95,202.9,203.76,198.37,198.77,196.83,195.75,196.27,190.28,188.68,188.7,190.31,196.12,193.43,192.56,193.27,194.55,191.0,192.6,195.67,198.66,200.81,203.35,209.61,208.73,208.31,210.56,212.38,213.25,210.75,209.05,209.06,208.45,206.42,204.1,209.02,205.87,207.24,209.5,207.21,197.16,200.19,202.58,199.53,198.7,190.25,191.3,193.38,194.42,191.57,190.85,194.0,194.75,194.26,194.06,195.5,201.52,200.86,200.92,201.11,199.19,195.71,197.84,196.89,202.0,205.45,207.74,207.94,208.63,214.63,218.25,217.89,223.2,223.32,225.75,220.25,222.51,223.27,222.61,221.23,220.15,224.1,227.51,226.25,228.55,231.62,234.25,234.46,232.75,234.77,237.0,238.66,238.04,240.46,241.81,241.11,244.07,245.51,244.55,241.77,242.96,255.73,256.2,267.0,268.19,260.52,256.41,262.01,261.0,262.88,256.75,248.73,199.25,225.21,248.53,250.5,258.7,256.4,249.5,247.71,250.26,244.85,236.21,231.35,246.26,237.16,243.75,249.11,253.35,258.96,260.33,260.41,254.63,250.55,245.65,242.49,242.2,247.37,254.01,255.5,260.63,269.5,271.42,268.73,271.5,267.9,268.1,265.81,264.52,254.3,250.01,243.22,243.2,246.16,249.75,254.89,255.16,254.86,246.43,249.0,247.3,248.41,239.6,240.01,254.0,255.31,256.28,257.71,260.3,260.25,256.1,254.9,259.62,259.42,260.31,260.55,257.63,259.57,257.55,249.81,246.12,249.09,246.62,249.2,251.58,248.68,249.0,245.25,238.65,237.2,240.28,235.56,240.68,240.35,246.28,248.57,254.5,256.25,259.1,262.92,261.4,265.76,265.52,267.84,269.5,273.68,275.85,282.79,282.41,286.0,290.55,291.01,275.0,286.0,281.25,281.35,277.77,281.82,285.26,286.91,290.0,294.6,292.49,299.8,300.4,304.91,314.29,300.02,306.87,306.8,306.3,308.44,305.65,305.6,300.9,300.87,302.2,307.0,308.53,315.03,316.75,316.76,314.5,313.55,314.25,303.63,306.27,299.32,297.76,304.69,305.24,305.87,306.56,311.75,312.94,311.38,310.87,315.0,314.89,316.34,318.42,318.12,317.11,319.02,318.6,321.0,319.0,319.19,320.1,320.23,318.23,322.05,323.55,323.17,321.52,325.06,325.1,323.05,321.31,324.84,328.15,329.5,332.9,331.9,337.17,339.47,342.0,343.85,344.44,326.0,336.88,330.12,326.63,326.72,334.57,341.5,342.83,333.53,334.3,340.98,343.55,338.55,343.51,347.64,352.15,354.87,348.0,353.54,356.71,357.55,360.5,356.52,349.52,337.72,338.61,338.37,344.8,351.12,347.68,348.4,355.92,357.75,351.31,352.25,350.6,344.9,345.0,351.31,340.1,326.26,330.66,330.0,335.26,339.14,335.95,338.86,347.02,350.44,346.06,347.44,346.06,343.3,338.4,336.0,337.14,336.03,333.95,330.02,330.2,332.52,332.06,326.8,320.16,331.71,341.5,348.52,350.3,349.35,347.1,345.52,346.67,345.5,345.62,346.88,346.05,346.21,346.53,346.66,345.24,342.27,340.35,332.6,330.73,336.0,338.67,335.02,329.42,331.34,332.85,334.43,334.31,341.0,344.65,344.3,342.01,337.81,331.9,330.65,330.75,325.51,325.07,329.31,324.88,318.33,319.36,310.5,315.2,322.38,318.12,325.09,327.25,333.44,331.88,332.84,334.2,342.5,346.71,354.0,352.2,352.82,348.62,356.38,356.34,359.17,365.28,373.32,386.0,383.9,387.75,389.62,399.68,392.15,388.13,384.0,392.37,388.35,382.24,377.35,362.57,353.02,355.0,362.5,364.72,374.23,378.09,376.06,378.0,361.37,356.0,355.09,357.0,370.6,365.0,370.8,388.0,386.21,381.86,380.72,371.83,366.48,382.0,382.31,375.02,371.9,380.25,385.76,389.9,395.03,395.2,411.19,412.0,396.7,399.85,391.3,398.06,396.51,386.21,381.18,373.17,354.24,360.3,371.8,368.49,378.21,391.5,400.14,402.85,415.27,415.94,415.99,397.8,394.21,390.75,395.4,397.38,393.15,401.89,402.51,401.05,393.22,395.11,395.36,399.16,396.13,401.56,394.23,382.15,380.26,378.2,379.45,384.32,375.5,374.88,365.91,370.94,366.88,363.32,370.33,370.2,378.3,380.75,388.58,390.39,389.38,386.76,390.23,391.03,389.45,387.1,377.68,378.31,379.57,380.48,387.26,392.01,396.1,399.49,403.02,401.34,400.51,403.49,409.0,409.28,412.67,419.22,421.35,421.5,419.31,418.75,418.66,422.96,426.3,426.51,419.75,422.3,419.55,443.73,443.14,443.77,445.39,453.07,455.55,453.98,455.56,458.2,464.58,469.7,480.56,488.55,497.09,502.0,496.89,486.63,500.3,504.12,509.07,509.5,518.64,516.28,525.85,535.7,538.77,542.52,526.0,516.22,523.3,532.12,543.11,547.0,555.75,575.4,578.55,578.0,589.05,591.48,601.41,595.53,594.4,595.26,606.06,610.31,607.23,597.94,600.38,622.51,617.0,623.4,625.3,626.0,623.34,620.5,603.51,578.25,571.91,602.71,584.52,570.42,556.62,555.0,606.0,602.13,600.5,583.0,581.23,578.86,580.3,565.17,561.23,558.73,560.85,568.44,564.35,557.6,551.75,541.04,530.12,522.18,534.05,552.58,553.23,561.23,558.47,565.31,566.56,571.46,560.52,548.5,558.33,565.5,570.5,569.0,570.63,566.7,570.38,567.26,569.55,570.37,583.1,580.8,577.44,575.42,570.37,567.33,571.92,565.61,574.25,583.6,594.0,599.65,601.58,604.11,605.31,597.22,592.68,600.0,605.02,603.15,603.56,606.0,603.7,587.71,598.51,570.0,570.36,571.59,587.82,602.72,603.0,600.25,611.56,615.26,618.04,617.1,617.8,618.7,623.25,630.21,627.75,630.5,638.81,649.9,650.33,648.11,661.15,655.55,673.54,670.67,672.6,662.85,657.25,664.5,669.6,670.8,675.77,662.1,656.5,656.0,674.77,687.89,694.61,696.42,699.57,693.62,699.36,683.0,673.0,661.2,660.35,666.75,656.5,650.65,662.63,665.55,651.28,636.11,623.55,637.0,628.1,625.3,623.85,631.0,644.0,630.0,609.62,610.76,611.7,610.64,605.55,591.0,587.7,594.17,574.75,577.6,580.09,555.75,535.29,533.72,538.65,536.36,536.18,522.62,505.75,539.88,554.58,556.6,562.6,573.71,580.1,572.26,585.25,582.68,585.5,572.13,538.77,518.63,530.0,521.58,537.37,536.27,525.8,505.58,501.23,520.25,525.5,518.88,510.24,518.71,511.12,504.66,508.12,509.0,541.63,541.0,525.83,515.2,521.25,515.99,515.52,519.02,498.51,483.38,492.5,502.03,496.4,496.63,504.77,450.25,435.0,435.86,452.12,454.5,454.98,448.35,442.0,442.22,452.58,454.12,468.25,473.25,467.74,463.22,464.02,459.92,453.85,448.8,442.82,446.6,442.57,437.66,440.65,441.4,429.98],\"start\":[118.56,127.0,124.87,126.0,126.44,122.87,120.87,121.69,122.12,121.22,115.62,117.31,120.12,123.5,122.56,132.78,142.0,142.44,137.63,137.25,139.38,133.56,127.44,135.5,132.63,126.47,130.63,127.25,131.69,123.5,119.0,111.5,109.31,109.5,123.5,126.19,123.69,115.0,122.12,126.62,117.19,127.12,124.87,123.25,118.94,115.12,110.81,112.09,110.31,104.06,101.37,106.0,108.06,104.52,103.62,103.0,99.25,93.75,90.5,86.19,88.5,88.0,87.62,86.87,81.75,93.75,93.31,91.97,93.62,97.62,96.75,96.37,91.19,94.69,91.25,93.5,90.56,98.5,50.5,55.75,53.78,52.5,53.78,53.31,53.06,52.81,52.13,53.25,52.5,52.59,54.09,57.0,58.13,58.5,57.13,58.25,58.5,55.19,55.0,54.36,52.56,50.31,49.84,50.0,52.28,49.16,50.31,49.0,45.56,49.47,47.88,47.94,48.13,48.0,46.84,47.59,47.25,46.88,48.38,51.38,50.25,50.63,51.47,54.67,56.5,57.25,57.88,59.0,58.97,61.31,62.66,61.38,59.13,61.63,58.69,57.34,56.75,58.56,57.75,55.25,59.75,59.41,58.5,50.31,52.75,53.31,51.75,49.31,28.19,26.69,24.94,22.37,23.5,22.69,22.62,21.62,20.12,20.31,20.25,22.31,21.69,19.44,19.16,19.06,20.27,20.69,19.06,18.81,18.87,19.12,19.75,19.44,21.12,23.0,22.44,21.5,21.37,19.87,19.36,18.75,19.94,20.03,19.5,19.19,18.59,19.19,18.81,18.86,19.87,18.69,18.09,16.69,17.0,17.19,16.94,14.63,14.44,14.81,15.19,15.25,15.56,15.03,14.56,14.56,14.38,13.78,14.25,14.13,14.88,14.34,14.38,14.69,14.88,14.5,18.14,16.94,16.94,16.81,16.69,16.25,17.87,17.44,17.56,17.81,19.44,19.06,19.31,20.62,20.56,19.5,19.56,21.56,21.5,20.69,21.12,20.5,20.16,20.66,20.56,20.5,19.06,19.94,19.19,19.69,19.0,19.19,18.25,19.06,18.62,19.06,19.28,19.37,17.81,18.31,19.37,20.72,21.31,20.69,20.62,19.69,18.87,18.5,20.87,19.0,19.75,20.72,19.78,20.37,22.06,23.13,21.94,22.08,21.77,22.55,22.09,21.36,19.76,20.6,20.8,20.69,20.9,22.98,21.42,22.09,21.2,21.57,25.55,24.93,24.34,24.33,24.21,25.17,25.2,26.7,25.41,26.34,25.97,24.24,25.62,25.35,24.14,24.21,23.01,22.89,23.37,23.26,24.23,23.36,23.63,24.0,23.75,23.29,23.2,22.32,20.76,19.8,20.13,21.08,20.8,20.93,20.71,21.65,21.05,19.77,21.42,20.04,20.1,20.41,20.85,20.0,21.55,22.48,22.5,23.34,23.83,23.05,23.66,23.64,23.51,23.6,22.76,22.09,22.95,21.03,23.3,24.13,24.88,23.98,21.78,21.23,19.7,20.09,19.39,19.12,18.48,18.75,19.12,19.27,19.01,19.65,19.89,19.04,19.33,19.26,18.96,19.04,19.1,19.2,18.76,18.27,18.0,18.14,18.14,17.94,18.2,18.0,18.6,18.9,18.44,17.74,17.73,18.5,18.24,18.4,17.5,17.0,16.0,16.9,16.5,16.29,14.8,16.11,16.14,15.81,15.25,15.71,15.49,15.43,14.95,15.35,15.4,15.57,16.05,16.1,16.92,17.31,17.95,18.09,18.34,17.29,17.94,18.21,19.12,18.06,18.44,18.86,18.57,17.38,17.73,17.65,18.52,18.84,18.96,19.46,19.63,18.6,18.66,19.08,19.59,19.45,19.27,19.0,19.82,19.61,19.71,19.94,21.2,20.85,20.6,20.47,21.06,21.05,22.36,23.48,22.46,22.29,22.67,21.87,21.49,20.73,20.4,20.89,20.58,21.4,21.01,20.9,21.35,21.58,21.97,22.51,22.05,23.0,23.34,23.72,22.75,22.8,21.22,21.39,21.01,21.32,21.41,21.96,22.0,22.27,21.8,22.91,22.89,23.4,23.22,23.07,24.16,24.34,24.32,25.09,25.6,24.65,24.4,23.93,24.66,24.73,25.05,24.53,23.76,22.77,22.92,21.66,22.85,23.91,23.94,22.15,21.93,23.26,24.15,23.48,24.06,24.74,24.6,24.51,24.37,24.3,24.46,24.95,24.69,24.66,23.86,24.22,24.07,23.2,23.35,23.7,23.38,24.0,24.05,23.67,24.95,24.16,24.59,24.21,25.03,25.01,25.06,25.15,25.93,25.5,25.49,24.84,24.54,24.3,23.56,24.28,23.16,23.89,24.29,23.81,23.57,23.35,22.94,23.2,24.25,24.29,23.52,24.45,25.37,25.06,25.49,24.57,24.83,23.37,24.45,24.99,23.69,23.92,23.77,24.09,23.39,22.88,22.83,22.96,21.76,21.48,21.64,20.41,20.02,19.24,20.24,20.42,17.37,17.17,16.97,16.77,17.4,16.8,16.79,17.1,17.71,17.03,16.81,17.71,18.52,18.09,17.71,17.26,18.55,17.43,18.15,16.13,15.5,14.7,14.75,14.9,14.33,14.93,14.46,14.48,14.85,15.4,15.11,14.74,14.51,14.21,15.09,14.77,15.25,14.9,14.9,14.67,15.25,15.45,15.78,15.97,16.01,16.2,15.9,15.95,15.71,14.8,14.65,14.73,14.49,14.2,14.22,14.51,14.28,14.41,14.34,14.2,14.13,14.14,14.57,14.69,14.75,14.62,14.76,14.4,14.69,15.1,14.49,14.4,14.59,14.33,14.18,14.36,13.97,13.9,13.54,13.63,14.25,14.55,15.22,14.86,14.21,14.0,14.26,14.47,14.63,15.02,14.69,15.55,15.57,15.49,15.99,15.94,16.5,16.75,17.08,16.94,16.01,15.74,15.32,15.5,15.9,16.23,16.19,15.55,15.3,15.9,16.09,16.03,15.85,15.6,15.79,15.9,15.2,15.18,15.03,14.65,14.94,14.75,15.3,15.51,15.14,14.81,14.85,14.8,14.53,14.29,14.16,14.44,14.42,14.31,14.08,14.0,14.36,14.8,15.03,14.79,14.58,14.62,14.58,14.9,14.69,14.59,14.21,14.56,14.21,13.98,14.05,14.24,13.68,14.24,14.55,14.98,14.19,14.41,14.45,14.71,14.36,14.55,14.26,14.5,14.27,14.41,14.61,14.75,15.07,14.85,14.82,14.86,14.68,14.99,14.57,14.86,15.01,14.74,14.61,14.58,14.47,14.51,14.36,14.17,14.47,14.68,14.89,15.0,15.07,14.93,15.09,14.67,14.41,14.55,14.32,14.4,14.33,14.2,14.36,14.56,14.52,14.85,14.51,14.52,14.2,14.05,13.71,13.59,12.99,13.2,13.13,13.18,13.53,13.52,13.46,13.48,13.98,13.93,14.25,14.46,14.77,16.12,17.33,17.7,18.33,18.15,18.43,18.83,18.6,18.59,18.53,18.1,17.79,17.89,18.21,17.96,18.5,18.29,18.12,18.1,17.44,17.3,17.45,17.74,16.94,16.89,17.15,17.55,17.75,17.6,18.41,18.45,19.36,19.35,19.3,19.47,18.86,18.7,19.3,18.68,18.87,19.03,19.0,19.27,19.52,20.21,19.88,19.66,20.01,20.02,19.97,20.19,20.9,20.69,20.87,20.95,21.04,20.41,21.5,20.99,20.77,20.74,21.0,20.53,21.35,20.06,19.73,20.11,19.82,19.76,19.86,20.21,20.02,19.86,20.37,20.18,21.03,21.81,20.78,20.75,20.91,21.33,22.2,22.66,22.8,23.16,22.73,22.48,22.53,22.25,22.25,22.51,22.81,22.21,22.37,22.1,22.88,22.18,22.02,22.21,21.34,20.3,21.49,21.09,20.71,20.8,20.99,21.67,22.05,23.25,23.3,23.5,23.73,24.32,24.85,23.8,23.38,22.6,23.31,22.94,22.73,22.56,22.75,22.56,23.51,23.99,23.3,22.83,23.07,22.82,22.91,23.19,22.45,21.9,21.48,22.07,22.48,21.35,21.21,20.56,20.1,20.34,20.5,21.23,20.89,20.78,21.04,21.6,21.54,20.94,20.9,20.78,21.17,20.45,20.25,21.32,21.49,20.19,20.08,19.9,20.19,19.65,19.92,19.72,20.35,20.91,21.18,21.35,21.55,21.42,22.25,22.1,22.84,23.23,23.25,24.7,24.4,22.91,22.89,22.67,22.7,22.56,22.42,22.46,23.04,22.84,22.63,22.65,22.46,22.3,22.0,21.82,22.45,22.62,22.62,23.09,23.61,23.85,23.1,23.18,23.33,22.5,22.34,22.14,22.28,22.88,22.96,24.1,24.0,23.6,23.93,24.95,26.62,25.9,27.04,27.27,27.32,27.03,26.55,25.96,25.94,25.56,25.37,25.88,25.27,26.14,27.0,27.37,27.74,27.92,26.89,27.75,27.48,27.71,27.61,27.88,27.5,27.98,26.74,28.82,29.15,28.12,28.21,27.6,27.56,27.7,27.58,27.24,26.82,26.45,26.71,26.0,25.97,26.2,26.4,26.55,26.27,26.4,26.79,27.1,27.25,26.7,26.97,27.4,26.63,26.9,27.29,27.5,28.33,28.46,28.08,27.79,28.03,28.72,28.56,29.04,29.99,30.09,30.2,30.65,30.54,30.66,32.56,32.66,33.12,32.3,33.0,33.51,33.07,34.18,32.07,32.56,32.1,30.48,31.27,30.85,30.13,30.27,30.02,29.25,28.86,32.66,32.8,32.01,31.95,32.42,31.25,31.53,30.85,31.8,32.31,32.47,32.65,31.18,31.45,31.19,31.81,30.9,29.85,30.39,31.1,30.45,30.6,31.0,30.58,30.51,31.51,30.71,30.86,31.26,31.87,33.04,34.68,34.0,34.07,34.3,35.5,35.01,35.4,35.7,36.1,35.66,35.88,35.24,35.36,35.2,36.55,36.88,37.75,38.1,37.04,37.45,36.95,37.46,37.93,39.0,39.12,39.18,38.56,39.5,40.54,39.56,38.8,38.5,38.87,43.19,44.88,44.7,48.1,47.18,47.48,47.54,47.2,47.45,48.51,49.98,51.84,52.5,52.4,54.37,55.03,54.86,54.27,54.23,53.95,54.95,55.01,55.2,55.16,55.19,54.3,55.49,61.8,62.3,61.69,65.35,68.95,68.79,67.79,66.13,64.53,64.25,65.93,63.08,62.81,65.03,65.62,65.4,65.24,66.15,66.84,65.47,63.56,63.66,63.75,64.8,63.3,63.81,64.81,64.89,64.78,63.79,64.46,64.67,65.0,69.83,68.25,65.45,73.71,70.25,69.85,70.49,69.65,71.31,70.98,71.37,72.66,72.16,72.62,74.58,77.05,77.95,79.1,77.87,78.93,79.07,81.04,78.72,79.86,82.73,86.66,88.15,90.65,87.74,86.3,86.72,88.48,89.62,44.68,44.99,44.25,44.37,42.76,42.8,41.9,39.64,39.53,40.21,40.52,40.64,41.21,41.53,43.33,43.29,43.71,42.45,42.91,42.75,42.56,42.07,42.45,42.09,40.99,41.22,42.4,42.33,43.7,44.15,42.49,42.95,38.81,36.62,35.0,36.6,37.66,36.4,36.84,36.49,36.78,35.89,36.29,36.15,36.21,36.4,36.11,37.25,36.89,37.28,36.75,35.2,35.42,34.2,34.56,35.14,35.45,35.78,37.25,37.85,39.45,39.5,39.94,40.64,40.66,39.89,40.05,38.16,38.33,37.6,36.63,37.0,37.4,35.89,35.92,36.87,37.19,38.47,37.85,37.72,38.26,38.83,39.09,36.84,37.49,37.23,36.61,36.83,36.55,37.71,36.81,37.87,38.37,38.23,38.29,40.79,40.97,41.41,41.52,42.86,43.7,43.44,43.99,44.01,43.83,43.85,43.56,42.57,42.89,43.19,42.89,42.49,43.0,42.93,44.0,43.39,43.46,46.48,47.39,46.4,46.91,46.28,46.15,45.85,45.6,46.12,46.12,45.27,45.99,46.86,47.0,46.3,46.7,49.05,49.35,50.07,51.1,51.02,51.06,50.0,50.23,51.05,52.99,52.96,51.88,52.1,54.03,53.92,53.07,51.23,52.33,54.16,54.95,54.33,53.2,51.72,51.76,51.23,48.65,49.44,54.03,53.98,53.25,52.07,54.47,56.84,55.25,56.4,56.28,56.99,56.04,55.2,57.24,57.72,60.26,60.35,60.85,59.95,60.0,60.64,61.54,61.54,61.6,63.15,65.59,65.31,64.82,64.84,66.88,67.66,70.72,69.99,68.43,68.95,72.27,71.95,73.93,74.23,73.2,74.21,74.87,74.85,72.53,72.68,72.14,71.11,71.63,72.6,73.91,74.17,74.0,74.47,73.78,70.91,72.38,75.13,74.83,75.25,76.73,76.25,83.84,84.97,84.99,85.7,83.08,81.25,79.28,76.1,78.76,77.39,74.53,72.95,71.17,75.5,74.95,75.1,72.24,72.02,68.27,68.49,69.1,65.18,66.63,65.1,67.16,69.91,70.3,70.59,69.0,71.79,72.14,71.99,71.58,68.84,68.99,69.4,67.69,65.76,66.29,65.98,64.05,65.05,65.77,67.71,66.85,64.75,65.22,64.29,62.16,61.82,60.25,60.35,59.63,59.13,62.82,63.25,63.67,62.1,64.71,68.3,70.93,70.29,68.99,68.01,66.34,66.51,65.04,66.82,69.51,68.19,66.85,65.96,66.65,67.73,69.38,70.77,70.15,71.83,71.22,71.86,72.99,71.82,71.29,70.79,67.85,67.37,68.1,64.71,65.68,63.26,63.87,64.86,62.99,64.26,64.31,63.29,61.76,59.85,62.99,61.15,60.22,60.1,58.44,61.18,59.4,57.61,58.28,57.3,58.96,57.83,57.61,57.74,58.2,59.72,59.17,59.09,57.29,56.76,57.59,57.52,57.15,57.09,55.48,55.7,55.11,55.17,52.03,52.5,51.73,53.16,52.96,60.96,59.82,61.26,61.78,62.0,64.5,63.94,66.83,67.22,67.65,67.91,67.05,67.72,67.09,65.43,63.25,63.23,64.05,65.34,67.1,68.0,67.71,67.3,66.68,68.0,67.89,67.34,68.5,66.99,67.34,67.28,68.48,68.97,71.08,70.6,73.37,72.43,72.81,72.85,73.72,74.6,73.8,74.1,74.38,75.25,74.3,73.81,76.18,77.17,77.02,77.11,75.1,74.45,74.1,74.53,74.42,73.8,74.54,73.42,73.61,75.63,75.19,75.04,74.75,79.26,78.97,79.99,81.21,81.35,81.9,81.75,79.99,81.45,81.1,78.92,79.36,78.95,80.45,80.02,82.9,83.55,83.22,84.8,85.05,84.87,85.14,85.4,87.42,88.99,89.53,92.51,90.36,93.0,92.21,91.8,91.88,91.65,90.64,90.03,87.23,88.9,88.61,87.95,89.05,89.02,87.63,84.73,86.47,84.7,83.46,82.15,78.15,80.22,83.95,86.29,84.05,85.77,85.96,86.45,94.75,95.94,94.59,95.68,97.56,92.1,88.63,89.14,85.73,86.68,87.11,87.11,86.3,86.43,84.86,86.23,84.12,84.3,84.45,84.48,85.43,85.88,84.43,85.16,84.63,85.44,85.25,84.65,85.98,90.8,89.16,89.84,86.3,83.0,84.03,86.77,85.89,87.8,88.05,88.59,88.8,88.07,89.41,88.6,89.96,89.54,90.24,91.35,91.99,93.73,93.35,93.99,95.71,94.88,94.19,94.28,94.14,94.14,94.94,94.12,95.21,93.67,93.9,92.04,90.9,90.57,92.0,90.16,90.19,90.89,91.59,93.96,94.23,101.58,98.18,100.09,99.59,99.65,100.73,100.8,101.08,103.47,104.91,106.63,107.74,109.62,109.57,108.53,107.15,110.23,110.31,112.49,114.02,112.81,112.0,114.45,114.3,120.07,121.1,118.63,121.41,122.3,124.99,125.82,126.0,119.35,121.15,117.2,120.62,123.28,124.69,123.87,121.7,123.85,124.19,123.98,120.61,122.36,121.97,121.05,122.0,128.8,133.13,132.38,128.88,132.07,133.85,135.03,138.39,138.3,138.19,140.3,141.65,143.31,138.88,137.35,145.91,146.19,144.33,142.97,133.64,136.65,135.26,132.9,134.94,136.76,131.11,123.12,128.32,128.29,122.74,117.01,122.01,123.96,122.21,131.22,133.09,130.53,133.39,130.99,129.88,132.67,139.49,139.94,144.97,135.56,132.01,136.99,137.9,135.99,138.83,136.57,138.99,139.06,143.02,140.15,141.14,146.73,146.84,154.47,153.77,153.44,154.63,156.55,157.78,158.0,158.37,163.49,170.2,167.55,169.49,163.01,167.98,165.54,172.69,171.5,174.24,170.35,188.56,185.81,184.87,185.29,185.45,186.18,187.63,188.6,189.21,185.29,187.05,190.61,186.67,171.15,165.28,160.85,177.16,166.39,165.3,166.1,165.67,165.84,172.0,173.59,175.22,176.82,179.43,187.34,181.86,177.15,182.89,186.19,190.54,193.59,194.75,193.44,190.19,190.37,190.72,186.52,182.98,185.43,190.12,195.03,199.01,198.95,200.59,199.5,199.27,195.41,191.45,181.25,180.14,171.3,177.58,176.0,177.52,177.72,165.23,161.51,161.71,148.06,136.19,139.99,138.99,128.16,131.15,131.37,129.45,136.24,134.21,130.43,130.83,119.97,122.08,128.01,130.7,126.68,129.4,126.27,125.99,122.2,126.05,122.48,118.59,117.64,118.23,127.2,129.29,124.44,121.99,123.58,124.61,120.41,121.98,124.1,127.04,124.1,129.88,122.55,129.18,133.12,131.12,134.01,139.96,140.87,144.95,141.8,143.27,146.3,148.78,147.06,152.19,156.13,153.55,153.31,151.13,152.72,146.77,149.4,151.72,154.17,159.12,162.21,167.4,164.05,165.34,170.7,169.75,171.11,176.19,174.96,180.19,181.92,184.66,186.05,183.77,183.16,185.21,188.61,191.23,186.81,190.11,187.86,181.82,185.67,179.26,180.77,182.75,187.41,186.76,187.45,188.6,186.86,184.02,186.34,188.0,184.79,180.51,184.34,181.49,171.64,171.3,178.1,181.12,178.55,179.35,174.74,172.37,174.61,174.07,166.51,170.19,164.23,175.2,169.59,173.16,175.4,180.2,174.92,175.47,179.24,172.48,170.2,174.1,168.52,166.9,149.0,164.99,164.32,160.4,162.34,155.41,157.78,157.54,159.9,156.6,155.42,159.97,162.71,163.86,170.07,173.52,177.98,178.33,179.04,175.57,174.54,174.77,174.47,175.82,176.15,172.76,173.31,175.28,172.96,172.4,166.84,165.86,158.59,164.57,156.86,152.32,148.18,150.91,142.03,133.86,138.49,130.57,142.6,139.94,131.85,127.27,129.8,124.91,119.62,108.25,111.92,108.01,104.0,91.96,100.48,85.91,93.35,85.7,104.55,116.26,103.84,99.77,99.6,99.78,96.95,97.37,96.51,90.33,95.07,95.43,100.86,108.23,107.4,105.93,109.99,108.91,101.05,99.24,100.17,94.81,92.43,89.87,93.76,88.48,89.64,89.44,85.24,81.93,85.21,94.63,89.92,94.7,91.3,90.03,89.4,94.43,90.35,97.28,98.04,97.87,97.35,92.8,95.99,93.98,91.03,89.31,89.94,90.02,86.87,86.14,86.64,86.52,87.42,85.97,85.88,93.17,95.95,91.81,90.43,93.21,90.46,88.24,86.24,80.57,84.3,81.93,79.39,88.04,86.82,88.86,90.19,92.12,93.09,92.6,89.1,91.92,93.22,92.77,97.02,100.0,101.33,96.37,95.83,98.99,96.87,95.05,93.37,89.4,91.65,87.45,89.86,92.0,87.93,88.12,88.93,90.18,90.46,88.34,84.18,84.87,89.81,92.9,96.3,96.53,95.24,99.91,101.85,102.09,102.71,106.36,107.58,107.83,108.23,104.51,105.45,104.09,110.14,114.19,114.94,116.53,115.43,118.42,120.01,119.57,117.2,119.19,121.18,121.73,118.89,122.63,126.62,124.64,122.9,123.35,124.85,126.22,125.8,128.24,131.75,133.33,132.33,129.04,127.37,129.56,123.21,119.78,122.32,123.73,126.82,127.63,125.15,124.05,124.76,131.78,133.45,135.39,136.47,138.99,140.0,140.13,145.31,143.82,143.81,142.28,139.55,138.81,136.01,136.66,136.67,136.11,138.07,140.67,136.4,135.42,135.75,139.79,143.46,142.58,143.5,141.25,138.7,138.48,135.92,137.76,136.34,139.54,142.03,145.04,145.76,149.08,153.27,153.29,157.79,156.63,156.95,160.17,158.88,158.9,161.7,162.99,165.21,164.93,165.75,165.58,165.49,165.66,163.69,162.55,166.65,167.94,163.55,161.63,162.75,164.98,167.65,170.12,169.46,168.92,168.75,172.27,168.16,167.99,164.62,166.44,167.28,172.98,172.78,172.06,172.91,170.83,174.04,177.99,181.98,185.83,184.29,185.19,185.4,187.2,182.01,183.87,186.73,186.13,185.35,181.41,186.2,187.74,189.76,190.66,188.97,191.02,190.63,192.25,189.63,189.35,187.85,200.6,199.52,204.7,205.7,203.67,201.66,197.71,195.0,196.06,189.8,187.85,190.73,192.4,192.51,196.94,201.02,204.56,203.14,202.87,205.48,206.08,206.54,204.61,199.15,203.0,205.33,205.4,199.22,201.11,202.24,198.96,197.42,199.7,193.32,189.36,191.28,199.5,197.78,195.37,195.83,195.1,194.26,193.17,196.05,199.44,201.2,203.55,211.72,212.63,208.83,213.13,213.43,214.6,214.38,211.75,210.3,212.8,209.19,207.87,210.11,210.93,208.33,214.91,212.08,206.78,202.51,205.95,206.85,204.93,201.08,192.37,195.91,195.17,196.73,192.63,195.69,196.42,195.89,194.88,198.11,201.94,204.19,201.63,201.86,202.34,200.0,198.23,197.38,202.38,205.75,209.93,208.94,209.28,214.94,220.01,218.31,223.83,223.91,227.37,225.38,224.18,224.9,224.1,224.79,220.47,225.64,227.64,230.92,228.95,233.0,236.6,235.49,237.41,234.98,238.2,239.55,240.44,241.43,242.2,241.86,245.28,245.78,248.57,247.03,248.54,258.8,258.24,267.99,271.88,267.27,263.25,263.02,269.31,263.84,262.89,253.03,253.83,243.71,250.25,251.84,259.24,263.22,255.16,254.7,256.98,249.5,241.88,232.82,247.28,239.35,250.08,250.6,259.39,259.69,264.54,265.18,258.21,258.29,253.24,251.47,244.84,248.23,255.96,255.64,261.1,270.6,272.25,277.69,272.16,274.58,271.0,270.06,266.93,264.12,256.71,254.3,250.49,251.0,250.49,262.48,256.89,258.53,256.32,249.38,248.23,253.18,249.88,242.9,265.09,257.68,257.09,260.0,260.87,263.67,260.71,255.89,260.44,261.01,262.84,261.73,259.78,261.48,259.85,255.4,246.69,251.65,247.58,250.08,252.36,252.84,249.39,251.79,242.67,238.04,245.45,241.75,240.76,241.85,247.47,251.26,255.09,256.64,259.78,265.04,263.19,265.82,266.21,268.17,270.24,277.69,276.08,283.86,282.71,286.33,292.1,293.98,291.77,287.23,289.0,286.15,281.6,282.0,289.59,290.34,291.71,294.74,295.41,300.2,301.69,307.44,318.47,303.4,309.0,312.36,309.07,309.09,306.87,307.65,307.95,304.23,302.22,307.0,311.37,315.45,317.99,317.2,321.05,316.64,315.0,316.0,308.46,305.72,301.2,305.2,307.97,306.68,310.45,312.0,313.74,315.5,313.54,315.27,317.53,317.01,318.64,323.8,319.63,322.13,319.65,324.37,321.73,320.0,321.09,321.63,321.6,323.0,324.36,325.0,322.85,325.91,326.22,325.48,322.95,325.64,332.44,329.55,334.72,333.99,338.83,344.88,343.25,345.16,345.89,329.52,348.35,336.43,333.77,326.87,336.33,342.96,343.78,344.17,335.8,341.3,344.45,343.8,343.64,347.89,353.68,355.19,357.39,354.75,356.79,359.19,360.8,357.25,358.71,342.15,338.77,344.02,345.26,351.24,355.47,349.96,357.19,360.07,361.4,354.91,354.69,349.12,345.33,353.18,342.1,342.0,336.83,337.13,335.99,342.56,339.28,341.85,348.07,353.15,347.66,350.64,346.36,351.11,344.31,336.99,341.22,338.1,339.92,334.06,330.49,335.02,334.8,333.3,326.1,333.1,343.51,355.0,350.34,353.62,352.24,346.19,346.78,349.74,347.99,348.26,348.4,349.69,347.86,348.89,349.02,346.12,345.66,339.2,332.0,336.47,342.08,339.56,329.97,335.5,336.78,335.97,334.8,341.1,348.87,346.5,343.18,345.7,338.17,331.78,333.25,330.55,326.6,330.0,329.75,326.9,328.99,317.36,316.68,325.16,318.94,331.37,327.59,333.65,336.04,334.7,335.95,343.0,348.95,354.67,353.34,356.34,353.53,358.33,361.01,361.17,365.43,378.0,396.12,386.95,388.32,390.35,400.0,400.59,391.62,387.64,397.78,397.65,390.98,389.41,380.44,361.69,361.3,371.15,370.52,378.07,379.63,381.52,382.31,370.84,362.17,364.51,360.3,373.47,365.08,371.17,388.18,388.25,390.57,385.82,374.74,367.37,385.56,382.4,383.93,373.0,382.14,387.02,391.43,395.54,397.0,415.25,419.64,401.03,400.28,399.86,408.73,400.19,401.92,387.12,380.37,374.57,367.86,373.33,375.78,379.09,392.57,407.34,404.98,416.83,421.74,421.76,401.35,400.0,398.1,396.18,405.03,401.76,407.56,403.0,402.42,397.41,400.09,399.07,402.03,399.91,402.21,396.97,397.03,386.61,383.52,380.8,389.25,383.98,378.92,370.4,371.02,374.51,368.42,372.35,375.84,381.29,382.54,389.83,393.49,392.51,389.93,391.45,392.85,391.68,393.0,386.7,383.33,380.36,382.47,387.76,396.69,397.0,399.69,403.1,406.89,403.4,403.51,409.4,410.0,414.95,419.77,425.5,425.91,422.68,422.28,419.7,424.2,426.96,430.15,427.49,422.67,425.1,454.44,448.36,444.34,445.71,455.59,458.41,455.9,457.3,458.38,465.25,470.5,480.76,490.96,499.53,504.66,514.26,491.5,503.11,506.88,513.08,515.08,519.67,521.31,527.96,541.56,548.17,544.24,545.42,523.66,536.8,534.69,544.21,548.98,557.54,578.05,599.61,584.72,598.37,599.51,602.74,597.78,600.49,599.79,606.18,618.38,612.78,608.77,601.83,627.3,624.35,626.98,626.13,639.93,636.2,625.0,624.11,610.06,578.94,613.72,600.22,591.38,570.61,562.61,615.64,614.27,605.07,597.8,584.9,580.24,590.5,577.08,561.5,569.58,563.7,574.58,565.0,562.57,561.45,554.05,545.31,533.96,534.5,569.55,557.5,575.87,564.59,570.9,569.2,580.74,569.16,561.5,561.27,567.77,577.29,571.6,587.72,574.46,574.52,571.24,571.0,570.96,583.4,588.21,585.44,579.04,577.3,571.33,575.0,571.67,578.0,584.73,594.88,600.56,607.09,605.3,617.97,606.12,600.24,602.95,605.12,610.79,606.59,611.28,613.03,594.4,607.38,574.46,579.76,575.01,590.92,603.23,615.91,602.84,613.63,617.29,622.77,619.39,617.85,618.71,623.39,631.87,631.3,631.21,640.0,650.01,670.82,654.42,666.11,659.51,679.99,674.98,675.25,670.64,667.25,665.76,675.57,673.17,678.05,680.45,665.11,666.85,677.37,689.96,699.35,699.88,700.26,699.16,702.41,686.86,688.26,668.74,664.29,678.75,671.16,661.81,664.86,671.25,665.2,646.88,638.65,639.74,646.5,629.56,632.35,635.37,648.87,639.59,631.05,612.42,631.0,621.44,620.0,609.43,594.88,598.22,595.89,583.52,590.23,573.84,560.63,540.42,554.15,538.91,545.5,537.53,525.2,540.71,571.91,564.25,567.17,575.9,589.55,577.27,590.22,586.79,593.65,581.8,568.91,528.94,553.4,525.0,539.77,547.77,531.15,514.75,508.93,525.0,531.47,530.0,512.47,520.35,519.0,513.54,510.29,510.53,553.82,547.88,536.97,522.0,529.21,522.5,528.55,521.0,502.68,498.3,494.64,510.31,498.52,504.56,508.81,460.0,451.69,437.83,458.5,457.0,456.98,459.11,453.91,444.05,456.47,463.25,474.0,476.5,479.51,467.21,464.52,468.85,461.1,457.69,446.0,449.25,453.85,443.82,448.43,444.05,438.0]},\"selected\":{\"id\":\"1215\"},\"selection_policy\":{\"id\":\"1214\"}},\"id\":\"1132\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"1154\",\"type\":\"WheelZoomTool\"},{\"attributes\":{},\"id\":\"1177\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"axis\":{\"id\":\"1145\"},\"coordinates\":null,\"grid_line_color\":null,\"group\":null,\"ticker\":null},\"id\":\"1148\",\"type\":\"Grid\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#4b5cc4\",\"line_width\":2,\"x\":{\"field\":\"goog_dates\"},\"y\":{\"field\":\"close\"}},\"id\":\"1171\",\"type\":\"Line\"},{\"attributes\":{\"overlay\":{\"id\":\"1159\"}},\"id\":\"1155\",\"type\":\"BoxZoomTool\"},{\"attributes\":{\"label\":{\"value\":\"\\u82f9\\u679c\"},\"renderers\":[{\"id\":\"1203\"}]},\"id\":\"1229\",\"type\":\"LegendItem\"},{\"attributes\":{},\"id\":\"1178\",\"type\":\"AllLabels\"},{\"attributes\":{},\"id\":\"1156\",\"type\":\"SaveTool\"},{\"attributes\":{},\"id\":\"1180\",\"type\":\"DatetimeTickFormatter\"},{\"attributes\":{},\"id\":\"1196\",\"type\":\"YearsTicker\"},{\"attributes\":{},\"id\":\"1141\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"1182\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"click_policy\":\"mute\",\"coordinates\":null,\"group\":null,\"items\":[{\"id\":\"1198\"},{\"id\":\"1229\"}],\"location\":\"top_left\"},\"id\":\"1197\",\"type\":\"Legend\"},{\"attributes\":{\"num_minor_ticks\":5,\"tickers\":[{\"id\":\"1185\"},{\"id\":\"1186\"},{\"id\":\"1187\"},{\"id\":\"1188\"},{\"id\":\"1189\"},{\"id\":\"1190\"},{\"id\":\"1191\"},{\"id\":\"1192\"},{\"id\":\"1193\"},{\"id\":\"1194\"},{\"id\":\"1195\"},{\"id\":\"1196\"}]},\"id\":\"1146\",\"type\":\"DatetimeTicker\"},{\"attributes\":{},\"id\":\"1158\",\"type\":\"HelpTool\"},{\"attributes\":{},\"id\":\"1143\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"1183\",\"type\":\"Selection\"},{\"attributes\":{\"label\":{\"value\":\"\\u8c37\\u6b4c\"},\"renderers\":[{\"id\":\"1173\"}]},\"id\":\"1198\",\"type\":\"LegendItem\"}],\"root_ids\":[\"1134\"]},\"title\":\"Bokeh Application\",\"version\":\"2.4.2\"}};\n",
       "  const render_items = [{\"docid\":\"5954458b-d4ff-4018-b707-d2b658f1c372\",\"root_ids\":[\"1134\"],\"roots\":{\"1134\":\"cc98d99c-fa71-4ff6-b9ba-501bc0875f2d\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    let attempts = 0;\n",
       "    const timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "1134"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 画布\n",
    "TOOLTIPS=[('开盘价','@start{0.000}'),('收市价','@close{0.000}'),('当日最高价','@high{0.000}'),('当日最低价','@low{0.000}')] \n",
    "\n",
    "\n",
    "p = figure(x_axis_type=\"datetime\", title=\"谷歌&苹果标准化股票收盘价\",\n",
    "               plot_width=800, plot_height=350, tooltips=TOOLTIPS)\n",
    "#tooltips='<font face=\"Arial\" size=\"3\">开盘价@$name$,收市价@aapl$</font>')\n",
    "\n",
    "# 绘图\n",
    "\n",
    "p.line(x='goog_dates', y='close', line_width=2,\n",
    "        color='#4b5cc4', alpha=0.9, legend_label=\"谷歌\", source=goog_source)\n",
    "\n",
    "p.line(x='aapl_dates', y='close', line_width=2,\n",
    "        color='#ff461f', alpha=0.9,legend_label=\"苹果\", source=aapl_source)\n",
    "\n",
    "# 其他\n",
    "\n",
    "p.background_fill_color = \"white\"\n",
    "p.xgrid.grid_line_color = None\n",
    "p.ygrid.grid_line_color = \"#75878a\"\n",
    "p.ygrid.grid_line_alpha = 0.4\n",
    "p.xaxis.axis_label = '日期'\n",
    "p.yaxis.axis_label = '标准化价格'\n",
    "p.legend.location='top_left'\n",
    "p.legend.click_policy = \"mute\" #可选hide\n",
    "\n",
    "# 显示\n",
    "show(p)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.10"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
